Sat. May 9th, 2026

RAG Done Right: When to Use SQL, Search, and Vector Retrieval and How To Combine Them


In this article, I will attempt to explain why retrieval-agumented generation (RAG) fails when retrieval is treated as a one-size-fits-all approach.

For example, the internal AI assistant looks great at demo time. Vector database ingesting overnight, GPT-4-class model, clean stakeholder presentation. The team ships.

By uttu

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