How do AI agents access knowledge spread across chat, notes, and documents?

Build a local-first, unified knowledge base that integrates chat, notes, and e-book management. Use vector embeddings for semantic search across all knowledge types. Expose a standardized agent tool for knowledge retrieval. Keep data local for privacy and control. Support multiple platforms (desktop and web) for flexibility.