Fairness Talk Becomes Forensic // AIDRAN

What the accumulation of cross-domain evidence establishes institutionally is a new burden of proof. It is no longer sufficient for an AI developer to claim a system was designed with fairness in mind — means that design intent and deployment outcome are now treated as separate questions. The reinforces this: the bias is not incidental to the training process, it is the output of it. Compliance teams and procurement offices that…

AI Fairness Research Moves From Warning to Evidence

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