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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

J. Yin

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Jul 2026

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

This work formalizes minimum-sufficient execution and the Agent Cognitive Redundancy Ratio (ACRR), and proposes E3 (Estimate, Execute, Expand): the agent estimates an initial operating point, executes a minimum viable path, and expands scope only when verification fails.

J. Yin, Xinyu Feng · 1 citation

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