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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

Y. Pisan

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Preprint Aug 2026

Teaching a Large Language Model Tutor to Withhold the Answer: A Supervisor Architecture and an Evidence-Driven Method for Tuning Socratic Behavior

A deployed tutoring system that enforces answer-withholding as a per-turn, machine-checkable contract, and a method for tuning that withholding against evidence is reported, offering the measure, diagnose, and fix loop as a reusable recipe for any LLM agent that must refuse a capability it has.

Y. Pisan · 0 citations

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