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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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Hyunwook Kim

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Review Open access Aug 2026

The Triple-ai Closed Loop in Education

Generative ai now participates at every node of the instructional cycle: teachers generate tasks and rubrics with ai , students produce submissions with ai assistance, and institutions deploy automated scoring at scale. Without structural safeguards, these nodes couple into a self-referential optimization loo...

Hyunwook Kim · 0 citations

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