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Social Adjustment Cost

The category of transaction costs that North’s framework identifies as bearing most heavily on the question of who pays for the AI transition—the retraining, displacement support, community stabilization, and political management of the communities that lose their economic base when a twenty-fold productivity multiplier makes their labor redundant.
Douglass North’s framework for transaction costs insists that transaction costs do not disappear from an economic system when a new technology reduces them in one domain—they shift, creating or revealing other categories of cost that were previously masked by the dominant friction. The natural language interface has produced a transaction cost revolution in software development, eliminating the communication overhead, specification friction, and coordination expense that structured the industry since its inception. But three new categories of transaction cost have been revealed. The first is quality evaluation cost. The second is human capital maintenance cost. The third—and the most politically explosive—is social adjustment cost: the cost of displacement, retraining, community stabilization, and the social safety net required to support the workers, families, and communities whose economic base has been disrupted by the productivity multiplier. When a single worker with an AI tool produces the output that previously required twenty,
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