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Traditional RAG retrieves blindly. Agentic RAG makes reasoning an integral part of retrieval — evaluating results, re-retrieving when needed, and routing queries adaptively.

From reactive chatbots to always-on AI agents — how the heartbeat pattern, autonomy levels, and the OpenClaw project are shaping the next era of AI systems.