agent-self-evolution

SkillOpt-Lite proposes a minimal viable pipeline for skill optimization in autonomous agents, achieving better and faster self-evolution by treating all components as editable code and integrating into production coding agents. It formalizes skill optimization via Zeroth-Order optimization and outperforms prior methods on benchmarks.