AI adoption compresses the apprenticeship ladder: fewer junior roles per senior, rather than fewer seniors.
LaborSlow to resolveEmployment
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would falsify this claim
Organization-composition data in exposed functions shows the junior-to-senior ratio falling while senior headcount holds; falsified if ratios hold steady or juniors and seniors decline together.