I spent 8 hours setting up a personal knowledge DB for Claude Code and 3 months feeding it. It grew to 312 docs. I tried 4 retrieval strategies. One held, three broke, and the one that worked is embarrassingly small.
Claude Code + 300 Docs: I Built a Personal Knowledge DB With 4 Retrieval Layers. 3 Broke.
