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Posts tagged "codebase graph rag"

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Featured image for article: GraphRAG for Codebases: What It Solves, Where It Breaks, and the Layer Above It
May 20, 2026 graphrag for codebase graph rag for codebase GraphRAG for codebases

GraphRAG for Codebases: What It Solves, Where It Breaks, and the Layer Above It

GraphRAG for codebases is a genuine step up from vector search. It follows real call edges instead of guessing at similarity, and it wins on architectural questions. But it breaks in three predictable places: cross-repo links that aren't call edges, the why behind the code, and anything that needs intent you can check changes against. Here is a clear-eyed map of what graph RAG for codebases solves, where it stops, and the verifiable context layer that sits above it.

Featured image for article: Spec-Driven Development for Brownfield: Verify Code Against Intent With a Verifiable Code Context Layer
May 24, 2026 spec driven development spec to code code to spec

Spec-Driven Development for Brownfield: Verify Code Against Intent With a Verifiable Code Context Layer

Specs and code drift apart the day after you write the PRD, because they are two separate documents that nobody keeps in sync. A verifiable context layer derives the spec a codebase actually implements and then continuously checks the code against it. Here is how spec-driven development works on a brownfield codebase, and why it needs a verifiable code IR that checks code against intent.