Engineering

AnnoTrace Blog

Deep dives on code intelligence, AST chunking, and building retrieval systems that survive production repos — not demo READMEs.

Why Naive RAG Fails for Codebases

Embedding whole files and hoping cosine similarity finds the right function works in demos — and collapses the moment your repo has indirection, generated code, or symbols that share vocabulary but not intent.

RAGASTembeddingscode search