From Trace to Fix: Residual Task State in Long-Horizon Agents.

arXiv:2610.25776v1 Announce Type: new Abstract: Recovering from failures in long-horizon, stateful language agents is challenging because the action introducing a defect, the symptom exposing it, and the persistent state requiring repair frequently diverge. Ex