Give coding agents a local memory of your repo, not a bigger window
Contextual is a local-first memory layer that keeps AI coding agents grounded in the actual codebase, instead of re-sending ever-larger prompt blobs. Its argument lands well: a million-token window buys time, not understanding, and vector search finds the file but not the reason it exists. The pitch graphs commit history into queryable "why," stays on-device, and reframes retrieval as a first draft rather than an answer.