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SonAIengine/README.md

Building and operating Rust-based commerce search engines, LLM Serving/RAG pipelines, and K8s infrastructure automation.

Documenting 252+ tech posts on SON BLOG.


About Me

πŸŽ“ Education Korea University Graduate School of SWΒ·AI (M.S. in AI, 2026~)
Hanyang University B.S. in Urban Engineering
πŸ“ Location Seoul, Korea
βœ‰οΈ Email sonsj97@plateer.com Β· sonsj97@gmail.com
πŸ“ Blog infoedu.co.kr β€” 252+ tech posts

Featured Projects

Project Description Stack
runway Universal K8s deployment platform β€” Helm + ArgoCD + Reusable GHA, expanding to MLOps Helm K8s ArgoCD
graph-tool-call Graph-based LLM tool retrieval β€” reduces token cost & improves accuracy Python Neo4j
ku-portal-mcp Korea University KUPID portal MCP Server β€” notices, LMS, timetable, scholarships Python MCP
devhub-social Multi-platform social client β€” Dev.to, Bluesky, Twitter/X, Reddit Python async
gwanjong-mcp AI social agent β€” automated dev community promotion (scout β†’ draft β†’ strike) Python MCP
mcp-pipeline Stateful Pipeline framework for MCP β€” stores/requires pattern TypeScript MCP
workstream-kb Email & Teams β†’ AI-generated daily work report automation Node.js Claude
ai-api-lint AI-friendly API linter β€” validates LLM tool-calling readiness Python OpenAPI

Blog Categories

Category Posts Topics
πŸ” Search Engine 90 Rust, OpenSearch, Qdrant, Semantic Search, Redis
πŸ€– AI / ML & LLM 58 GPU Serving, Embedding, Fine-tuning, RAG, XGEN
πŸ’» Full Stack 56 Python, NestJS, React, Next.js, PoC
🐳 DevOps / Infra 36 K8s, ArgoCD, Docker, CI/CD, K3s

Tech Stack

Languages
Python Rust TypeScript JavaScript Go

AI & Search
PyTorch OpenSearch Elasticsearch Qdrant

Backend & Frontend
FastAPI NestJS Next.js React

DevOps & Infra
Kubernetes Docker ArgoCD Jenkins Linux


GitHub Stats

GitHub Stats Β  Top Languages

GitHub Streak



Activity Graph

Recent Blog Posts

AI νšŒμ‚¬ 자율운영 ν”Œλž«νΌμ— synaptic-memory + graph-tool-call 톡합기2026-03-23
xgen-model v2 μ•„ν‚€ν…μ²˜ β€” MinIO λͺ¨λΈ ν—ˆλΈŒ, vLLM 0.17.0, Inference Proxy2026-03-22
graph-tool-call v0.15: 1068 Tool 슀트레슀 ν…ŒμŠ€νŠΈμ™€ μ›Œν¬ν”Œλ‘œμš° 체인 μ—”μ§„2026-03-22
gwanjong-mcp 운영기 β€” 9개 ν”Œλž«νΌ ν™•μž₯, 캠페인 GTM, 슀팸 λ°©μ§€ μ‹€μ „2026-03-22
ν˜„κΈˆνλ¦„ 예츑 μ‹€μ „κΈ° β€” 256ν”Όμ²˜ ML의 ν•¨μ •μ—μ„œ μ‹œκ³„μ—΄ μ•™μƒλΈ”κΉŒμ§€2026-03-22

Snake animation



Blog Β  Email Β  Gmail

Pinned Loading

  1. graph-tool-call graph-tool-call Public

    Graph-based tool retrieval for LLM agents β€” 248 tools β†’ 82% accuracy, 79% fewer tokens. Zero dependencies. OpenAPI / MCP / LangChain.

    Python 4

  2. PlateerLab/synaptic-memory PlateerLab/synaptic-memory Public

    Brain-inspired knowledge graph: spreading activation, Hebbian learning, memory consolidation.

    Python 25