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AI is reducing the value of junior knowledge work faster than the need for senior judgment. Firms are cutting entry-level hiring, weakening the pipeline that produces experienced professionals. The resulting cohort deficit will emerge most sharply in law, audit, consulting, banking, and software during the 2030s.