AI article
Naive RAG is lying to you. Here are the 7 architectures that actually survive production.
Community description: The first RAG pipeline everyone builds is the same: chunk the docs, embed them, retrieve the top few...
Dev.to | Oct 18, 2026 | Rudratosh Shastri
Automated excerpt
Your user writes a short, messy question that embeds nowhere near the answer. So you rewrite the question before you search. HyDE (Hypothetical Document Embeddings): instead of embedding the question, ask the LLM to write a fake answer, then embed and search with that.
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