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

arXiv:2609.39148v2 Announce Type: replace Abstract: 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 and reused when solving new ta