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Naive RAG is lying to you. Here are the 7 architectures that actually survive production.

The first RAG pipeline everyone builds is the same: chunk the docs, embed them, retrieve the top few by cosine similarity, stuff them in the prompt, let the model answer. It demos beautifully. The answers sound right. You ship it. Then someone asks a question that actually matters, and it pulls the…

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  1. 2026-10-18 20:57 · DEV Community — Machine Learning
    Naive RAG is lying to you. Here are the 7 architectures that actually survive production.

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