LEGO-RL: Harness-Native Reinforcement Learning for Coding Agents Paper • 2608.17393 • Published 4 days ago • 22
AutoDesign: Meta-Harness Optimization for Long-Horizon Agentic Design Paper • 2608.13560 • Published 9 days ago • 53
DarwinX: Evolving Agent Harnesses Through Natural Selection Paper • 2608.07545 • Published 22 days ago • 108
LLMRouter: Unified Infrastructure for Developing, Evaluating, and Deploying LLM Routers Paper • 2608.06867 • Published 15 days ago • 107
OpenART: Scaling Agent Red Teaming via Open-Ended Environment Evolution Paper • 2608.00677 • Published 21 days ago • 260
Co-Evolution in Agentic Systems: Toward Self-Directed Evolution Beyond Human Design Paper • 2608.10299 • Published 12 days ago • 132
AI4AI at Test-Time: Strong-to-Weak Capability Transfer via Harnesses Paper • 2608.12307 • Published 10 days ago • 111
DeepSearch-World: Self-Distillation for Deep Search Agents in a Verifiable Environment Paper • 2607.07820 • Published Jul 8 • 94
AREX: Towards a Recursively Self-Improving Agent for Deep Research Paper • 2607.21461 • Published 30 days ago • 154
BDH-CQ: In-Context Learning with Recurrent Latent Reasoning Paper • 2608.09888 • Published 12 days ago • 692
Macaron-V1: Towards Open Continual Learning with Self-Improvement and Mixture-of-LoRA Paper • 2608.09819 • Published 12 days ago • 336
Mendel Gödel Machine: Recursive Self-Improving Coding Agents via Comparative Evolution Paper • 2608.07645 • Published 15 days ago • 26
AgentOPSD: Recursive Self-Distillation for Agentic Reinforcement Learning Paper • 2608.05987 • Published 16 days ago • 98
OSReward: Instituting Standardized Evaluation for Cross-Platform Computer-Use Reward Models Paper • 2607.28609 • Published 23 days ago • 72
Dr. Zero: Self-Evolving Search Agents without Training Data Paper • 2601.07055 • Published Jan 11 • 23
Teaching Models to Teach Themselves: Reasoning at the Edge of Learnability Paper • 2601.18778 • Published Jan 26 • 44
SkillHone: A Harness for Continual Agent Skill Evolution Through Persistent Decision History Paper • 2606.08671 • Published Jun 23 • 47
EvoClawBench: Can Agents Learn Reusable Skills from Their Own Runs? Paper • 2607.09711 • Published Jun 23 • 1