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New in MongoDB Atlas: Lexical Prefilters for Vector Search. You can now use full analyzed text filtering (fuzzy, phrase, queryString, geo) as prefilters for $search.vectorSearch, with vector fields supported inside Lucene $search indexes. With this new capability, you'll get ✅ Advanced filtering vector search in one flow (no more knnBeta / knnVector) ⚡️ More efficient retrieval (fewer candidates = less compute) 🎯 Better precision vs post-filtering 🧠 Complex boolean logic with queryString Learn
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