This is a submission for the Gemma 4 Challenge: Write About Gemma 4

Most AI debugging workflows are still on demand.

A year ago, that usually meant copying a stack trace, pasting it into a large model, and asking what went wrong.

Now the workflow is better. I can ask Codex, Claude Code, or another coding agent to inspect the repo, read the relevant files, explain the failure, and even make the fix.

But the first step is still mostly the same: