procedure
Agentic reasoning approaches handle ambiguous user requests through a multi-step process: retrieving similar cases, enhancing actions via in-context learning, prompting the LLM to clarify and rewrite the request, extracting vectors for each rewritten request, and performing multi-vector retrieval.

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