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CONCEPT

Two Visions of AI

The application of Thomas Sowell’s constrained and unconstrained visions to the AI discourse—the structural diagnosis that the debate between optimists and skeptics produces heat without light because the two sides are not arguing about technology but about irreconcilable prior assumptions regarding human nature and whether trade-offs can be transcended.
In 1987, Thomas Sowell observed that most political disagreements are not about the specific issues they appear to be about. They are about something deeper and prior: the assumptions participants carry into the argument before the argument begins. The constrained vision assumes human nature is permanently flawed and limited, requiring institutions to channel its defects toward tolerable outcomes; the unconstrained vision assumes human potential is malleable and improvable, and that the limits of the present are obstacles to be overcome rather than realities to be managed. Nearly four decades after Sowell mapped these visions, the AI discourse reproduces them with uncanny precision. The optimist who points to the twenty-fold productivity multiplier in Trivandrum and the skeptic who points to the dissolution of expertise both have evidence. Neither can persuade the other. They are not arguing about AI. They are arguing about whether the cost of
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