When Self-Evolution Backfires: Pre-Commit Gating against Skill Contamination in LLM Agents.

arXiv:2608.05810v2 Announce Type: replace Abstract: Self-evolving agents accumulate capability by distilling reusable skills from their execution trajectories, but we find this process is not monotonic: past a critical pool size, newly added skills degrade per