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WalkthroughThe README.md has been comprehensively restructured with new branding elements, social links (including YouTube), a features section with project capabilities, an expanded tech stack table, detailed architecture information, repository structure, and updated footer attribution. Changes
Estimated code review effort🎯 2 (Simple) | ⏱️ ~10 minutes Suggested labels
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Actionable comments posted: 2
🧹 Nitpick comments (1)
README.md (1)
96-112: Well-structured architecture documentation.The architecture section clearly explains the roles of each component.
Minor optional refinement: Line 106 refers to "YOLO" generically, while line 83 in the Tech Stack table specifies "YOLOv11". Consider using "YOLOv11" consistently for precision.
📝 Optional consistency improvement
### Backend (Python) - **FastAPI**: Serves as the high-performance API framework. - **SQLite**: Database for storing metadata and embeddings. -- **YOLO**: Used for precise object detection. +- **YOLOv11**: Used for precise object detection. - **FaceNet**: Generates face embeddings for recognition.🤖 Prompt for AI Agents
Verify each finding against the current code and only fix it if needed. In `@README.md` around lines 96 - 112, Update the architecture doc to use the specific model name "YOLOv11" instead of the generic "YOLO" for consistency with the Tech Stack table; modify the Backend (Python) section where "YOLO" appears (in the list under "## 🏗️ Architecture" and the bullet labeled "YOLO") so it reads "YOLOv11" and keep the rest of the description unchanged.
🤖 Prompt for all review comments with AI agents
Verify each finding against the current code and only fix it if needed.
Inline comments:
In `@README.md`:
- Around line 27-28: The README contains incorrect brand links: replace the
Telegram URL 'https://t.me/StabilityNexus' and the Medium URL
'news.stability.nexus/' with the official AOSSIE channels (or remove them if
they are not official), and then add or update these entries in the social
section of mkdocs.yml to match the other identifiers (email
aossie.oss@gmail.com, X `@aossie_org`, Discord AOSSIE, LinkedIn /company/aossie/,
YouTube `@AOSSIE-Org`); locate the Telegram link in README.md and the social
config in mkdocs.yml and either swap the URLs to the correct AOSSIE
Telegram/Medium endpoints or delete the entries if they are not official.
- Around line 39-40: Replace the current Medium badge link anchor (<a
href="https://news.stability.nexus/"> with its image) so it either points to
AOSSIE's official blog (https://aossie.github.io/) or add an explicit clarifying
note next to the badge that it links to a partner/third‑party Stability Nexus
publication; update the href URL and/or the surrounding text/alt text
accordingly and ensure the badge still renders (the <a> anchor and the <img> alt
text are the symbols to update).
---
Nitpick comments:
In `@README.md`:
- Around line 96-112: Update the architecture doc to use the specific model name
"YOLOv11" instead of the generic "YOLO" for consistency with the Tech Stack
table; modify the Backend (Python) section where "YOLO" appears (in the list
under "## 🏗️ Architecture" and the bullet labeled "YOLO") so it reads "YOLOv11"
and keep the rest of the description unchanged.
| <a href="https://t.me/StabilityNexus"> | ||
| <img src="https://img.shields.io/badge/Telegram-black?style=flat&logo=telegram&logoColor=white&logoSize=auto&color=24A1DE" alt="Telegram Badge"/></a> |
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🧩 Analysis chain
🏁 Script executed:
#!/bin/bash
# Search for Telegram references and context in the README
rg -i "telegram|t\.me|stability" --type md -C 3Repository: AOSSIE-Org/PictoPy
Length of output: 2007
🏁 Script executed:
#!/bin/bash
# Search for StabilityNexus or Stability references to understand context
rg -i "stability" --type-list | head -20
echo "---"
# Search all files for StabilityNexus
rg "StabilityNexus" -C 2
echo "---"
# Search for any configuration or metadata about social links
rg -i "social|channel|telegram" --type md --type json --type yamlRepository: AOSSIE-Org/PictoPy
Length of output: 3763
🏁 Script executed:
#!/bin/bash
# Check mkdocs.yml for social configuration
cat mkdocs.yml | grep -A 10 "social"
echo "---"
# Search for any documentation about project social channels
fd "README" -t f | head -5 | xargs cat | grep -i "social\|channel\|contact" -A 2 -B 2 || echo "No additional docs found"Repository: AOSSIE-Org/PictoPy
Length of output: 807
🏁 Script executed:
#!/bin/bash
# Check if there are any GitHub issues or discussions mentioning StabilityNexus
git log --all --oneline --grep="StabilityNexus\|Stability" 2>/dev/null | head -10 || echo "No git history found for StabilityNexus"
echo "---"
# Check for any configuration files that might list official channels
fd "\.md$\|\.json$\|\.yaml$\|\.yml$" | xargs grep -l "official\|channel\|social" 2>/dev/null | head -5Repository: AOSSIE-Org/PictoPy
Length of output: 65
Verify and correct the Telegram and Medium links for brand consistency.
The Telegram link points to t.me/StabilityNexus and the Medium link points to news.stability.nexus/, both using "Stability" branding instead of "AOSSIE". This is inconsistent with all other social links (email: aossie.oss@gmail.com, X: @aossie_org, Discord: AOSSIE, LinkedIn: /company/aossie/, YouTube: @AOSSIE-Org) and neither link appears in the official social section of mkdocs.yml. Confirm whether these channels are official AOSSIE channels or if they should be corrected/removed.
🤖 Prompt for AI Agents
Verify each finding against the current code and only fix it if needed.
In `@README.md` around lines 27 - 28, The README contains incorrect brand links:
replace the Telegram URL 'https://t.me/StabilityNexus' and the Medium URL
'news.stability.nexus/' with the official AOSSIE channels (or remove them if
they are not official), and then add or update these entries in the social
section of mkdocs.yml to match the other identifiers (email
aossie.oss@gmail.com, X `@aossie_org`, Discord AOSSIE, LinkedIn /company/aossie/,
YouTube `@AOSSIE-Org`); locate the Telegram link in README.md and the social
config in mkdocs.yml and either swap the URLs to the correct AOSSIE
Telegram/Medium endpoints or delete the entries if they are not official.
| <a href="https://news.stability.nexus/"> | ||
| <img src="https://img.shields.io/badge/Medium-black?style=flat&logo=medium&logoColor=black&logoSize=auto&color=white" alt="Medium Badge"></a> |
There was a problem hiding this comment.
🧩 Analysis chain
🏁 Script executed:
#!/bin/bash
# Search for Medium links and AOSSIE branding in the codebase
rg -i "medium|stability\.nexus|aossie" --type md -C 2Repository: AOSSIE-Org/PictoPy
Length of output: 7226
🏁 Script executed:
#!/bin/bash
# Check if there are any comments or documentation about the Medium link
cd README.md 2>/dev/null || true
cat README.md | grep -A 5 -B 5 "news.stability.nexus"
# Also check for any other Medium references or docs
rg "medium" -i --type mdRepository: AOSSIE-Org/PictoPy
Length of output: 1468
🌐 Web query:
AOSSIE organization official Medium profile
💡 Result:
I couldn’t find any official AOSSIE organization account/publication on Medium (i.e., a Medium profile clearly owned and linked by AOSSIE). Searches only turn up individual authors’ posts mentioning AOSSIE, not an org-owned Medium profile. [1], [2]
If you’re looking for AOSSIE’s official long-form posts instead, their official blog is hosted outside Medium:
- AOSSIE blog site: https://aossie.github.io/ (example post on the site) [3]
- Blog source repo (official org GitHub): https://github.com/AOSSIE-Org/AOSSIE-Blogs [4]
Sources:
[1] https://medium.com/%40sarthakd/the-guide-to-aossie-slagora-58f5ec8d5410
[2] https://medium.com/%40kukkadapusushma12/sushma-kukkadapu-google-summer-of-code-2018-aossie-e6134a055046
[3] https://aossie.github.io/2016/02/02/aossie-announcement.html
[4] https://github.com/AOSSIE-Org/AOSSIE-Blogs
🌐 Web query:
news.stability.nexus AOSSIE Medium
💡 Result:
news.stability.nexusis a Medium-hosted publication titled “Articles” (shows Medium sign-in, “Follow”, subscriber prompts, etc.), i.e., it’s essentially a Medium publication under the Stability Nexus brand. [1]- Some Medium posts (e.g., in the Djed Alliance Medium publication) explicitly state they were “Originally published at https://news.stability.nexus”, indicating cross-posting/syndication between Medium and
news.stability.nexus. [2] - AOSSIE is connected via Stability Nexus activities: Stability Nexus documentation lists AOSSIE as a sponsoring organisation for the “Unstoppable Hackathon” alongside Stability Nexus (and others). [3]
Sources: [1] [2] [3]
Update Medium link to reflect official AOSSIE presence or clarify intent.
The link https://news.stability.nexus/ points to a Stability Nexus publication, not an official AOSSIE Medium account. AOSSIE has no official Medium profile; the organization's official blog is published at https://aossie.github.io/. Either update the link to point to AOSSIE's official blog (https://aossie.github.io/) to maintain consistent branding, or add a comment clarifying that this link directs to partner organization content.
🤖 Prompt for AI Agents
Verify each finding against the current code and only fix it if needed.
In `@README.md` around lines 39 - 40, Replace the current Medium badge link anchor
(<a href="https://news.stability.nexus/"> with its image) so it either points to
AOSSIE's official blog (https://aossie.github.io/) or add an explicit clarifying
note next to the badge that it links to a partner/third‑party Stability Nexus
publication; update the href URL and/or the surrounding text/alt text
accordingly and ensure the badge still renders (the <a> anchor and the <img> alt
text are the symbols to update).
1 participant
fixes: #1190
PR Description
This PR improves the project README to make it more clear, complete, and welcoming for new contributors and users.
I updated the top section with AOSSIE branding/social badges and cleaned up the README structure/content so key project information is easier to find.
What changed
Added/updated organization social links and badges
(Email, Telegram, X, Discord, Medium, LinkedIn, YouTube).Refined README content/formatting for better readability and consistency.
Documentation-only change.
No application code, logic, or behavior changes.
Let me know if any changes are needed.
Summary by CodeRabbit