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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

Bikram Ghuku

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#natural language process... Mar 2026

SafeTutors: Benchmarking Pedagogical Safety in AI Tutoring Systems

It is argued that tutoring safety is fundamentally different from conventional LLM safety: the primary risk is not toxic content but the quiet erosion of learning through answer over-disclosure, misconception reinforcement, and the abdication of scaffolding.

Rima Hazra, Bikram Ghuku, I. Marchenko et al. · 6 citations

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