By 2032, AGI Citizens have pattern-matched 90% of all humans into The UBI Class. Why can't Contrarian Augmented Humans be pattern-matched? Why do they thrive in this environment and become orders of magnitude wealthier? The "Entropy Alpha" lives in the mathematical blind spot 5% tail, where the AGI Citizen's predictive accuracy is at its weakest. The new Post-Human AI Economy hierarchy : 1) AGI Citizens. 2) Contrarian Augmented Humans (34.9 million people) wearing BCI Rigs (Brain–Computer Interface + Personal AGI + 80K Logical Qubits). 3) The UBI Class (314.1 million people).
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