I have been doing a lot of work lately tightening up my diagnostic suite: the mechanics, the workflow, the way it runs against target repos, the way it helps narrow a repair instead of letting everything turn into a fog machine.
And because I work with Codex as my coding agent, I have also become very familiar with a specific kind of AI-agent behavior.
The “I am helping so hard I am about to make this worse” behavior.
If you work with coding agents, you probably know the vibe.
You ask for one thing.
