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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

Shreyan Biswas

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Book Open access Aug 2026

The Belief Update Gate: Separating Inertia from Learning in Human–AI Interaction

Observed non-movement does not distinguish genuine latent belief inertia from small unexpressed updates, rounding, or other reporting processes, and these findings show that calibration analyses of repeated human–AI interaction should distinguish visible non-movement in elicited belief reports from updating conditional...

Shreyan Biswas, Alexander Erlei, U. Gadiraju · 0 citations
Preprint Aug 2026

Beyond the Traceback: Using LLMs for Adaptive Explanations of Programming Errors

While LLM-rewritten messages significantly improved subjective evaluations, with pragmatic messages rated as clearer and less cognitively demanding, these perceived gains did not translate into statistically significant improvements in objective debugging performance.

Alexandru-Radu Moraru, Shreyan Biswas, U. Gadiraju · 0 citations

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