Agents
Most semantic search queries leave something unstated. The user knows what they mean. The system doesn't. Pinecone's text match filters scop…
Most semantic search queries leave something unstated. The user knows what they mean. The system doesn't. Pinecone's text match filters scope a vector search to a lexical condition (a machine number,
Most semantic search queries leave something unstated. The user knows what they mean. The system doesn't. Pinecone's text match filters scope a vector search to a lexical condition (a machine number, a jurisdiction, a country) before the search runs, so an agent gets the right candidate pool without a dataset pre-labeled for every filter it might eventually need. How it works, with a real example: https://www.pinecone.io/blog/text-match-filters/
Related
- Great paper discussing agentic search vs. vector search.
- Semantic search alone doesn't cut it. Neither does brute-force grep. Agents need both. Today we're shipping the Retrieval Harness in LlamaPa…
Source: Pinecone (X) | 2026-08-12