Do Self-Evolving Skills Generalize to Held-Out Tasks?

Xihao Piao, Zifeng Wang, Zhen Chen

AI agents can externalize what they learn from past tasks into reusable \emph{skills}, such as procedures, checklists, code, or other executable artifacts, that can be retrieved an…