https://hellogxp.github.io/tags/stateseal/Recent content in StateSeal on Xueping's BlogHugoen-usSun, 02 Aug 2026 00:00:00 +0000https://hellogxp.github.io/posts/looping-is-not-reliability/Sun, 02 Aug 2026 00:00:00 +0000https://hellogxp.github.io/posts/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.