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

A small test of using open models to expose uncertainty, not hide it.

Most AI demos start with clean prompts.

Real work usually starts with messy notes.

A stakeholder says the number looks wrong. Someone else says a field changed. Another person says the source file was cleaned. The dashboard owner is out. A manager still needs an update before a leadership meeting.