Your LLM red-team report should be reproducible, not a screenshot

Most "we red-teamed our model" posts I see are a screenshot of a bad output and a shrug. That is not a test you can run again, a test another engineer can verify, or a test that fails your CI. It is a story. The difference is small but it changes everything: pin the exact probe, pin the exact prompt, and keep the raw model reply. Then the report...