arxivcs.AIcs.CL2026-07-01
Self-Evolving Agents with Anytime-Valid Certificates
Self-evolving agents violate the assumption behind most learning-theoretic guarantees: the data, evaluator, components, and hypothesis space are produced by the policy being updated. We present \textbf{SEA}, an architecture that confines self-modification to a small steering adap…