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.






