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thought-experiment

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This paper argues that advancing AI capabilities and declining human cognitive oversight capacity are converging toward a critical failure condition: the Safety Inversion. Drawing on PIAAC, NAEP, and NAAL data, it documents sustained declines in foundational literacy and numeracy among U.S. adults and proposes a five-pillar operational definition o

  • Updated Feb 11, 2026
  • TypeScript

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