Aryan Roy

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

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, but imposes tedio…