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Have we been overcomplicating things for years?

November 2, 2026 · Nick Saraev

Artificial IntelligenceInformation RetrievalRAG

Nick Saraev wrote:

“I built RAG systems for a bunch of clients over the years. Then I realized ppl were doing this with plain text search. We switched. Inference time went down by ~9/10. The cost of maintaining the vector DBs and embeddings went down by ~9/10. The algorithm is BM25 and it is from the 1990s.

Boris Cherny, who created Claude Code, said something similar: plain search outperformed every other approach by a lot. Has been a humbling realization, we’ve been overcomplicating this for years!”

Source: https://lnkd.in/p/g9j3bsgX

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