Looping Is Not Reliability

Why more agent revisions can discover more correct patches while delivering fewer of them—and how state-scoped evidence, read-only observation, and explicit admission boundaries turn a mutable coding trajectory into an explainable delivery chain.

Date: August 2, 2026  |  Estimated Reading Time: 26 min  |  Author: Xueping Gao