Building Local-First AI Memory: SQLite Search and Retrieval for LLM Context

A developer implemented a search and retrieval layer for a local-first AI memory system using SQLite. The system uses keyword search, type filtering, and ranking by importance and recency to fetch relevant context. Retrieved data is formatted into clean text blocks for LLM inference, with lookups completing in milliseconds.