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

Xinyue Zeng, Shivam Shandilya, Guilherme Potje +6

Interactive language-model agents increasingly solve complex tasks through long-horizon, multi-call reasoning, where errors in beliefs or actions can compound across tool interacti…