CI failures are a frequent source of frustration. When they occur before a scheduled release, we are forced to identify and fix the issue within a limited timeframe.

Having an AI advisor that triggers immediately upon a CI failure—performing an initial root-cause analysis and suggesting potential solutions—would significantly reduce the burden and help keep releases on schedule.