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, but shrinks relative to overall capability levels—now a 1.8x multiplier instead of 2x.
The 1000-Point Future: When AI Democratization Erases Human Gaps
Now project forward a decade in an optimistic scenario: AI achieves 1000-point-equivalent cognitive capability.
The absolute gap is larger—90 points. But relatively? It’s barely 1.09x. Even Einstein becomes statistically indistinguishable from an elementary school student. The relative difference approaches zero as the denominator explodes.
Why Training Teachers Will Become Obsolete
Some worry that AI expertise will become a permanent elite skillset, permanently dividing the population. But this concern misses a crucial point: the very people who profit from teaching “how to extract 100% of AI’s potential” will become irrelevant. Why? Because AI itself will be the tutor. As AI becomes smarter and more intuitive, the training burden dissolves. We’ve already witnessed this pattern: writers, illustrators, dancers, and visual artists have been displaced by AI systems that democratize their capabilities. Why would teaching AI optimization prove immune to this trend?
The future norm won’t be isolated cases of people achieving 80-120% AI utilization—it will be a universal standard. The gap between the best and worst at using AI will compress, not expand.
The Martial Arts Master Paradox
Think of it this way: imagine two martial arts masters suddenly granted access to shoulder-mounted rocket launchers in combat. One studied weaponry for 10 years, the other for 15. How much does that prior experience matter? The firepower overwhelms expertise differentials entirely.
That’s the future with sufficiently advanced, user-friendly AI. Human cognitive disparities, while not eliminated absolutely, become negligible relative to AI-amplified capability. The smarter AI becomes, the less human intervention matters. The easier it becomes to use, the smaller the gap between people shrinks.
The widening we see today is a transitional phase. It’s real, but temporary—a symptom of immature technology, not a permanent condition. In the long arc, AI doesn’t amplify human inequality. It compresses it.