Productivity
Team Decision Log from Chat
Automatically capture decisions made in chat threads into a searchable log
Intermediate14h1–3
Slack APILLMPostgres
17/20Stale Wiki Page Detector
Find internal docs that are outdated or contradict each other.
Intermediate14h1–2 people17/20 fit
Build Stale Wiki Page Detector for engineering and ops teams in ~14h with 1–2 people. Stack: Embeddings + LLM + Postgres.
Why it wins: Valuable for any company with docs.
Build flow
01 · Problem
Wikis rot, and people follow outdated instructions.
02 · Solution
Index wiki pages, flag old pages that mention changed tools or contradict newer pages and assign owners to review.
03 · Build
- 1Crawl pages
- 2Embed sections
- 3Compare similar sections
- 4Queue reviews
04 · Demo
Show a page flagged because it contradicts a newer runbook.
MVP checklist
- Staleness score
- Contradiction detection
- Owner assignment
- Review queue
Tech stack
| Tech | Role | |
|---|---|---|
| Embeddings | Semantic similarity | AI |
| LLM | Language model | AI |
| Postgres | Relational database | Data |
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