Advanced artificial intelligence does not merely alter the technical composition of professional skills. It alters the economic duration of knowledge, the structure of the value of work, and the relationship among organizations, learning, and institutional continuity. Training can no longer be treated as an ancillary function of human capital, because human capital itself loses stability…

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