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

Jiangrui Zhao, Chenglong Li, Meng Zhang +1

Coding agents solve repository-level tasks through sequences of actions, where a single erroneous action can misdirect subsequent decisions and increase recovery costs. Existing ap…