WikiSkill: Compiling Agent Experience into Persistent Knowledge for Skill Evolution Paper • 2608.27454 • Published Aug 27 • 35
Apodex 1.1: Scaling Agentic Intelligence for Complex Work Paper • 2608.23283 • Published Aug 24 • 211
SWE-bench Science: Can Coding Agents Resolve Engineering Tasks in Science? Paper • 2608.19799 • Published Aug 20 • 67
FACET: Preserving Source Intent and Executable State in Terminal Task Synthesis Paper • 2608.18580 • Published Aug 19 • 96
StateM: Reaching 95.3% Raw Accuracy, or a \$15 Frontier Run, on Terminal-Bench 2.1 via Harness Scaling Paper • 2608.15089 • Published Aug 15 • 448
Large Discovery Models: Empirically-grounded Model-Based Open-Ended Search Paper • 2608.15669 • Published Aug 16 • 63
Learn What's Left, Not What's Mastered: Saturation Aware Advantage Reweighting for Multi-Reward Policy Optimization Paper • 2608.16072 • Published Aug 17 • 51
AutoDesign: Meta-Harness Optimization for Long-Horizon Agentic Design Paper • 2608.13560 • Published Aug 13 • 64
LLMRouter: Unified Infrastructure for Developing, Evaluating, and Deploying LLM Routers Paper • 2608.06867 • Published Aug 7 • 114
DarwinX: Evolving Agent Harnesses Through Natural Selection Paper • 2608.07545 • Published Jul 31 • 116
BDH-CQ: In-Context Learning with Recurrent Latent Reasoning Paper • 2608.09888 • Published Aug 10 • 793
Ouroboros: A Self-Developing Frontier Coding Agent with Reviewed Core Evolution Paper • 2608.08311 • Published Aug 8 • 95
Macaron-V1: Towards Open Continual Learning with Self-Improvement and Mixture-of-LoRA Paper • 2608.09819 • Published Aug 10 • 178
SWE-Bench ProMax: Benchmarking Agents on Large-Scale Multilingual Code Refactoring Paper • 2608.09802 • Published Aug 10 • 84