Masked Erosion: How Acceptance Gates Lose Redundant Safeguards in Self-Improving Agents

Hau-Sing So, Daixian Liu, Weicai Long

Self-improving LLM agents edit their own harness, the prompts and rules around a fixed model, and keep an edit only if an acceptance gate scores it higher on a batch of tasks. Such…