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cs.AI2026

Do AI Agents Know When a Task Is Simple? Toward Complexity-Aware Reasoning and Execution

Junjie Yin, Xinyu Feng

The paper introduces a method (E3) for large language model agents to estimate task difficulty and execute only the minimal necessary steps, reducing redundant computation when edi…