StateM: Reaching 95.3% Raw Accuracy, or a \$15 Frontier Run, on Terminal-Bench 2.1 via Harness Scaling Paper • 2608.15089 • Published 30 days ago • 446
Video-DeepResearch: Towards the Next-Generation Multimodal Deepresearch Agent Paper • 2608.03979 • Published Aug 4 • 53
Rewarding the Rare: Uniqueness-Aware RL for Creative Problem Solving in LLMs Paper • 2601.08763 • Published Jan 13 • 150