Learning When and How to Intervene: A Hindsight-Distilled Sentinel for Coding Agents.

arXiv:2609.39957v1 Announce Type: cross Abstract: Coding agents solve repository-level tasks through sequences of actions, where a single erroneous action can misdirect subsequent decisions and increase recovery costs. Existing approaches use execution feedbac