Pinecone says the classic RAG-to-vector pipeline fails for agentic AI, where tasks require reassembling context across sources and sessions. The company’s Nexus shifts reasoning to a compilation stage, creating persistent, task-specific knowledge artifacts, plus KnowQL for declarative agent queries. An internal benchmark claims a 98% token reduction, aiming at deterministic grounding and governance-ready outputs.
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