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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

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M. Kim

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Preprint Aug 2026

Does the Competitive Component of Adversarial Self-Play Improve Legal Reasoning? A Controlled Negative Result

This paper designed exactly such a training signal -- a verifiable"survival" reward in which both the student's cited authorities and the adversary's counter-authorities are checked by a citation verifier, so that survival is decided on verified grounds rather than rhetoric, and fabricated citations are automatically n...

M. Kim · 0 citations

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