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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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Kaiyu Yao

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Jul 2026

What Does the Credential Still Certify? Cognitive Stewardship for AI-Mediated Education

Cognitive stewardship is developed, a framework for AI-mediated assessment that links the learning claim, delegation boundary, evidence standard, and safeguards, and audit verified public generative AI assessment guidance from 30 universities shows that permission categories are necessary but insufficient.

Kaiyu Yao · 0 citations

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