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When Should Users Check? Modeling Confirmation Frequency in Multi-Step Agentic AI Tasks

Zhou, Jieyu et al.
arXiv (OAI Expanded) · Papers
Open Source ↗Direct PDF ↓
human-computer-interaction
Existing AI agents typically execute multi-step tasks autonomously and only allow user confirmation at the end. During execution, users have little control, making the confirm-at-end approach brittle: a single error can cascade and force a complete restart. Confirming every step avoids such failures
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