When Productivity Goes Up, What Happened to the Person?
Two people can produce the same measurable gain with AI while undergoing very different changes in capability, dependence, agency, and economic position.
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Public writing about the ordinary consequences behind the research: what people retain, what systems supply, what relationships accumulate, and what our measurements leave out.
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Two people can produce the same measurable gain with AI while undergoing very different changes in capability, dependence, agency, and economic position.
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Essays begin with a recognizable situation and lead into the research question. Formal claims, methods, and evidence status remain in the research archive.
A productivity number can record that more work was completed. It cannot tell us where the new capability resides or what will remain when the system changes.
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These essays translate questions under active investigation for a general reader. They may contain interpretation, illustration, and provisional argument. They do not replace the cited papers, specifications, methods, or evidence-status labels.