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How to Tune Vector Search Without Guessing

Your collection works. Queries return in a few milliseconds, results are mostly right, and product keeps forwarding you the ones that aren’t. You open the search API reference and get exact definitions for hnsw_ef, reciprocal rank fusion k, and quantization oversampling.

By Andrey VasnetsovQdrant
How to Tune Vector Search Without Guessing

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Originally published by Qdrant on Aug 24, 2026.

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