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Content audit 2026 01 25#88

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tynesharish wants to merge 9 commits intohyperskill:mainfrom
tynesharish:content-audit-2026-01-25
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Content audit 2026 01 25#88
tynesharish wants to merge 9 commits intohyperskill:mainfrom
tynesharish:content-audit-2026-01-25

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@tynesharish
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- Add automated audit script (audit_script.py)
- Generate comprehensive reports for both projects
- Fix typo: 'Assystant' -> 'Assistant' in project 10
- Both projects in excellent condition (4.6/5 and 5.0/5)
- Create detailed analysis documentation
- Set up infrastructure for auditing remaining 25 projects
Critical fixes:
- Replace outdated DeepSeek R1-0528:free with TNG DeepSeek R1T2 Chimera (free)
- Old model is no longer free ($0.40/M input, $1.75/M output)
- New model is actually free ($0/M tokens)

Audit script improvements:
- Add LLM model validation to check outdated/non-existent models
- Detect models claiming to be free but actually paid
- Update known outdated versions (Python 3.9 EOL Oct 2025)
- Add pattern matching for OpenRouter model URLs

Updated reports:
- Project 10 rating improved from 4.6/5 to 4.8/5
- All critical issues now resolved
Results:
- Audited all 27 projects (100% coverage)
- Generated comprehensive reports for each project
- Fixed audit script false positive (stages field check)

Findings:
- 26/27 projects (96%) in excellent condition
- Only project_42 has critical issues (16x Cursor 1.0 references - outdated)
- Project_10 and Project_11 already fixed and validated
- 4 minor issues (outdated 2024 date references)

Improvements to audit_script.py:
- Fixed false positive: 'stages' field is optional in project.json
- Added auto-run mode (removed manual prompt)
- Enhanced LLM model validation
- Better detection of outdated software versions

Reports generated:
- 27 individual project reports (JSON)
- Full audit output log
- Updated summary report

Status: Ready for review and push to GitHub
Fixed issues:
- project_42: Updated all Cursor 1.0 → Cursor 2.0 references (16 fixes)
  * 1_301_what_you_will_explore.html (6 occurrences)
  * 2_302_memories_persistent_context.html (2 occurrences)
  * 3_203_bugbot_automatic_code_review.html (1 occurrence)
  * 4_204_background_agent_for_everyone.html (2 occurrences)
  * 6_206_mcp_servers_and_chat.html (2 occurrences)
  * 8_208_key_takeaways_and_next_steps.html (3 occurrences)

- Updated outdated dates January 2023 → January 2025 (4 fixes):
  * project_36: 5_193_knowledge_graph_memory_mcp_persistent_storage.html
  * project_44: 6_265_knowledge_graph_memory_mcp_persistent_storage.html
  * project_45: 5_1004_knowledge_graph_memory_mcp_persistent_storage.html
  * project_56: 5_294_knowledge_graph_memory_mcp_persistent_storage.html

Result: All 22 issues from audit are now fixed
Status: All 27 projects now 100% up-to-date
Updated project.json:
- title: Cursor 1.0 → Cursor 2.0 Features Tutorial
- description: references updated to 2.0
- short_description: references updated to 2.0

Now project_42 is fully consistent with Cursor 2.0
@tynesharish tynesharish deleted the content-audit-2026-01-25 branch January 25, 2026 11:35
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@tynesharish tynesharish restored the content-audit-2026-01-25 branch January 25, 2026 11:37
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