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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

Da-Kui Wang

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Jul 2026

Self-Authored Verification Is Unreliable in Heuristic Self-Improving Agents

Self-improving agents accumulate capability by repeatedly rewriting procedural policies, controllers, or heuristic rules. They typically rely on self-authored tests or metrics to decide whether to accept subsequent edits. The agent controls both the optimized object and its verifier. As a result, self-assigned scores c...

Diandian Guo, Cong Cao, Fangfang Yuan et al. · 0 citations

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