Practice Makes Unsafe: Skill Misevolution in Self-Improving LLM Agents.

arXiv:2608.12851v2 Announce Type: replace Abstract: LLM agents increasingly save experience from past tasks as reusable skills through skill evolution. When an agent completes an unsafe task, skill evolution can keep the unsafe procedure inside an otherwise us