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cs.AI2026
Compile Away Uncertainty: Self-Evolving Agent Skills via Programmatic Compilation
Chengyu Yang, Yunxiang Zheng, Zongzheng Li +6
Self-evolving agent skills enable AI agents to accumulate and refine reusable procedural knowledge from interaction experience without updating model parameters. However, since suc…
cs.AI2026
FedSkillGit: Federated Skill Evolution via Version Control
Boxun Lan, Jiamei Li, Weijian Li +5
Large language model agents can improve their capabilities by evolving reusable natural-language skills from execution experience. In real-world deployments, this experience is dis…