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...