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…