Building a RAG Pipeline for Semantic Code Search

Automated excerpt

Attempting to locate the right code snippets, the agent will resort to traditional tools for code search such as keyword search and grep. To reason through abstract domains, the agent needs the ability to search for code by meaning, also known as semantic search. In order to allow the LLM to embed or otherwise index the source code, we must first feed it the raw lines of code.

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