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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

Arulnageswaran Aruleswaran

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Review Open access Sep 2026

The emergence mirror framework: developmental architecture for human-AI relational governance

The EMF demonstrates that an AI mirror as reported by Vallor can function as a developmental instrument: relationally grounded engagement oriented toward resonance, rather than replacement, can deepen discernment and strengthen sovereign decision-making rather than producing moral deskilling.

Arulnageswaran Aruleswaran, Thaatchaayini Kananatu · 1 citation

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