WorkRover: Scaling Long-Horizon Cowork Agent Training Via Recursive Environment Evolution.

arXiv:2610.18067v1 Announce Type: new Abstract: Scaling interactive environments is important for training long-horizon agents through reinforcement learning. These environments often require further testing and refinement after initial generation, and correct