Building Air Context RAG Pipeline for Semantic Code Search
October 4, 2026
Air Context implements a RAG pipeline designed to provide LLM agents with precise, citable evidence from code repositories. The system focuses on improved parsing, chunking, and vectorization strategies to move beyond traditional grep-based retrieval for coding agents.
HOW THIS AFFECTS YOU
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builderYou can leverage these architectural patterns to improve the retrieval accuracy of your agentic coding tools.
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researcherThis provides practical field notes on the challenges of chunking and vectorizing structured code for RAG.