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    Volume IV roadmap

    The Last Human Workforce

    A review-stage framework for task exposure, augmentation, education, scientific capacity, and institutional adaptation in the age of AI.

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    What this entry is for.

    A review-stage framework for task exposure, augmentation, education, scientific capacity, and institutional adaptation in the age of AI.

    This is a public roadmap entry. The series remains in development; publication, peer review, and commercial release are not implied.