view article Article Your Inference Server is Secretly a Learner: Reef Infrastructure for Continual Self-Improving Agents quao627 • 17 days ago • 15
SPADE: Self-Play in Adaptive Synthetic Executable Environments Paper • 2608.19197 • Published Aug 19 • 54
MaxProof: Scaling Mathematical Proof with Generative-Verifier RL and Population-Level Test-Time Scaling Paper • 2606.13473 • Published Jun 11 • 99
The MiniMax-M2 Series: Mini Activations Unleashing Max Real-World Intelligence Paper • 2605.26494 • Published May 26 • 38
CORAL: Towards Autonomous Multi-Agent Evolution for Open-Ended Discovery Paper • 2604.01658 • Published Apr 2 • 53
VGGRPO: Towards World-Consistent Video Generation with 4D Latent Reward Paper • 2603.26599 • Published Mar 27 • 65
view article Article Why Did MiniMax M2 End Up as a Full Attention Model? MiniMax-AI • Oct 30, 2025 • 84
From Spatial to Actions: Grounding Vision-Language-Action Model in Spatial Foundation Priors Paper • 2510.17439 • Published Oct 20, 2025 • 28
Web-Shepherd: Advancing PRMs for Reinforcing Web Agents Paper • 2505.15277 • Published May 21, 2025 • 104