
Why agentic AI demands a new knowledge layer beyond RAG pipelines
Pinecone’s Nexus introduces a compilation-stage knowledge engine to replace traditional RAG, slashing token waste and enabling deterministic, audit-ready agent workflows. The shift reflects enterprise frustration with RAG’s scalability limits and rising demand for structured, task-specific context.