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Amit Surana

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#artificial intelligence Preprint Oct 2026

Plan or Retrieve First? A Scale Study of Tool Discovery Architectures

Tool-augmented LLM agents discover relevant APIs from large registries before planning execution, yet finite context windows prohibit injecting all tool definitions into a single prompt. The dominant approach, which we term Retrieve-then-Plan (RtP), embeds the user query and retrieves similar tools via approximate near...

Ming-Fei Zhang, Amit Surana, Ziauddin Majid et al. · 0 citations

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