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cs.AI2026

Monitoring Web Agents Without Internal Signals: Observable Trajectories and Key-Step Supervision

Sitong Pan, Yipeng Shen, Yilin Lu +3

Reliable web-agent monitoring is difficult when model-internal uncertainty signals such as token logits are unavailable. In this work, we study prefix-level risk prediction for web…