The system hooks into Claude Code sessions to automatically capture conversation data when sessions end or auto-compact mid-session. It spawns a background process that uses the Claude Agent SDK to extract important decisions, lessons learned, patterns, and gotchas from conversations. These are appended to daily logs and compiled into structured, cross-referenced knowledge articles organized by concept. Retrieval uses a simple index file rather than vector embeddings or a full RAG system.