Evolving to Match Capabilities: Improving Harness Self-Evolution via Skill Adaptation.

arXiv:2610.33024v1 Announce Type: cross Abstract: Harness self-evolution offers a practical route for LLM agents to improve from execution experience without updating model parameters. Its effectiveness depends on whether models can successfully act on the gui