The real puzzle of this AI moment is not whether jobs will vanish or multiply. It is that individual tasks are collapsing in time by roughly eighty percent while economy-wide productivity barely registers. Claude cuts task completion dramatically for novices, CD Howe records seventeen percent labor productivity gains i
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