Compile Away Uncertainty: Self-Evolving Agent Skills via Programmatic Compilation.

arXiv:2610.39508v1 Announce Type: new Abstract: Self-evolving agent skills enable AI agents to accumulate and refine reusable procedural knowledge from interaction experience without updating model parameters. However, since such skills are typically represent