Notes
Confidence is not verification
A model sure of itself has not yet proved anything. Ethics begins where a certainty can be refused.
We have trained a generation of systems to speak with certainty. The interface rewards fluency, the demo rewards speed, the dashboard rewards a green number. Along that chain, certainty takes the place of truth, and almost no one notices.
Verification is slow, and it will not flatter the demo. It asks who may contest an output, on what grounds, with what evidence, and before which decision. Confidence stays inside the model. Verification stands outside it: in the logs, in the right to object, in the rooms where a refusal still carries weight.