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The title says you replaced RAG, but ChromaFs is still querying Chroma on every command — you replaced RAG's interface, not RAG itself. Which is actually the mo
by shaial 6mo ago
The title says you replaced RAG, but ChromaFs is still querying Chroma on every command — you replaced RAG's interface, not RAG itself. Which is actually the more interesting finding: the retrieval was never the bottleneck, the abstraction was.
Agents don't need better search. They need `grep`.
- functional_dev 6mo agoexactly, embeddings destroy information.. exact keywords, acronyms, etc. They get squashed into floats. That is why grep still beats it for code. I generated visual schematic of every stage of the pipeline - https://vectree.io/c/retrieval-augmented-generation-embeddings-chunking-retrieval-strategies https://vectree.io/c/retrieval-augmented-generation-embeddin...