Weaviate 1.40 ships PathSeer, a dynamic filtered-ANN algorithm fastest in nearly all benchmarks

CShorten30 · x · 2026-10-14

Weaviate 1.40 introduces PathSeer, a new filtered ANN algorithm designed by researchers and implemented directly in Weaviate. It makes filtering-strategy decisions dynamically, improving search without query-specific tuning.

In benchmarks, PathSeer was the fastest strategy across almost every workload, including all six production-like conjunction filters. It works with existing HNSW indexes — switching an existing collection needs no reindexing, just "filterStrategy": "pathseer".

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