RAG always needs a dedicated vector database — challenged

Automated excerpt

Hot take: you don't need a vector database for RAG. Most teams reach for a purpose-built vector store on day one because the onboarding docs tell them to. Hybrid BM25 + vector with reciprocal rank fusion consistently outperforms either alone.

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