What Does a Repair Agent Gain from Remembering Its Failure? An Exploratory Study on Real Python Bugs

Wenbo Ye, Yongxi Zhou, Junwei Yao +1

When a coding agent fails a repair task, it is often retried with a record of the failure: the transcript, a self-written lesson, or extracted test signals. We ask what such failur…