When Self-Evolution Backfires: Pre-Commit Gating against Skill Contamination in LLM Agents
DGX agentarXiv:2608.05810v1 Announce Type: new Abstract: Self-evolving agents accumulate capability by distilling reusable skills from their execution trajectories, but we find this process is not monotonic: p