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Write, Change, Recall, Forget: MongoDB's Pete Johnson on How Retrieval Drives Agent Performance

MongoDB Field CTO Pete Johnson traces the company's shift from lexical to vector and hybrid search, new $rankFusion and $rerank query stages, and the Voyage AI acquisition's contextualized chunking and embedding techniques.

By Nathan LabenzCognitive Revolution
Write, Change, Recall, Forget: MongoDB's Pete Johnson on How Retrieval Drives Agent Performance

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Originally published by Cognitive Revolution on Sep 1, 2026.

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