12:31
2026-08-12
pub.towardsai.net
developer-tools
Building a Persistent Codebase Memory System: Architecture, Hybrid Graph RAG, and Lessons Learned
Engineers Anish Pathak and Ambarish Pathak built a zero-token local codebase intelligence pipeline using deterministic AST parsing, LanceDB, and the Model Context Protocol (MCP), reducing ingestion ti…