Shell Theory: Solving the AI Amplification Paradox

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A model that explains when AI replaces programmers. Resolves the apparent contradiction between AI raising every developer’s baseline, amplifying skilled engineers, and eroding critical thinking, via the AI Flatline, the amplification zone, and the agency feedback loop.

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