StopLoss: Teaching Agents to Predict Failure and Stop Early.

arXiv:2610.25525v1 Announce Type: new Abstract: Coding agents keep working on runs that will fail verification, and asking a frontier model to watch for this is expensive in its own right. We introduce StopLoss, a small external monitor that learns failure rec