Equation 17 · Humanity Has Always Been a Human–Technology System
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subscript
subscript
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where is validated contribution, is undetected error, and is obsolescence. Increasing generation raises only if validation capacity scales; otherwise it can raise faster. AI policy focused exclusively on model output neglects the institutions that transform output into warranted action.
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