ForkPilot: Self-Evolving Policy for Retrospective Search in Long-Horizon Agents.

arXiv:2610.04889v1 Announce Type: new Abstract: Interactive language-model agents increasingly solve complex tasks through long-horizon, multi-call reasoning, where errors in beliefs or actions can compound across tool interactions. Retrospective search can re