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 represented as textual documents and executed through LLM reasoning, even previously learned procedures must be repeatedly interpreted and regenerated, introducing avoidable uncertainty into every execution. In contrast, program execution is determ…