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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

F. Doshi-Velez

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#human-computer interacti... Preprint Sep 2026

"ChatGPT, what am I missing?": Designing AI Workflows around Professional Task Structure to Shape Analytic AI Use

General-purpose AI lets users choose what support to request, but leaves them to structure the support a professional task requires. We examine how interactive workflows can embed professional task structure without prescribing how users engage with AI. We designed two scaffolded interfaces around the same negotiation...

Zi-Lin Ma, Suzi Jazmati, Marco Chimenton et al. · 0 citations
Preprint Aug 2026

Algorithmic Impact Reveals the Hidden Social Choice Structure of Alignment

When an AI algorithm makes decisions that affect more than one person, aligning it becomes a problem of social choice: how should people's divergent preferences about system behavior be reconciled and aggregated into a single coherent model? The standard approach to aligning frontier AI models$\unicode{x2013}$reinforce...

Zachary Wojtowicz, Michelle Si, F. Doshi-Velez et al. · 0 citations

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