When Better Gets Worse: Improvement Fidelity for Self-Improving Agents in Adaptive Worlds

Ke Wang, Zijie Zhao, Zhiyi Yuan +1

Self-improving agents increasingly rely on proxy verifiers to choose policy updates, yet deployment can change the world in which those updates are evaluated. An update that looks…