WorkRover: Scaling Long-Horizon Cowork Agent Training Via Recursive Environment Evolution Paper • 2610.18067 • Published 2 days ago • 75
False Frontiers: Diagnosing and Mitigating Co-Cheating in Self-Evolving Search Agents Paper • 2609.39102 • Published 15 days ago • 664
The Teacher Is a Direction, Not a Destination: Extrapolating RL-Induced Representation Residuals in On-Policy Distillation Paper • 2609.36484 • Published 16 days ago • 562
LimiX-2: A Contextual Mechanism Network Towards General Structured-Data Intelligence Paper • 2609.17488 • Published about 1 month ago • 865