Certified Long-Horizon Code Agent Evolution via Validation-Gated Skill Optimization

Yifan Wang, Hao Cheng, Xiaomin Li +13

Long horizon agent self-evolution without model weight updates is essential for enabling deployed agents to accumulate reusable skills and improve over time. Prior self-evolution w…