Agentic RAG: Retrieval as a Tool in a Planning Loop

Agentic AI 19 min min read Updated: Feb 26, 2026 Intermediate
Agentic RAG: Retrieval as a Tool in a Planning Loop
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Agentic RAG: Retrieval as a Tool in a Planning Loop

Why one retrieval isn’t enough

Users ask vague questions. A first retrieval may surface partial context. Agents can refine queries based on what they learn.

Iterative retrieval pattern

Draft query → Retrieve → Summarize gaps → Refine query → Retrieve → Answer

Stop conditions

Set max retrieval rounds and require “evidence coverage” before finalizing.

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