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Yampolskiy predicts that AGI will wipe out all computer-based cognitive labor, and that physical humanoid robots are only 3 to 5 years behind. His conclusion? A near-future where almost all physical and mental jobs are automated, making retraining impossible because AI can learn any new skill faster than we can.

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Yuval Noah Harari warns that AI will most easily replace the narrow cognitive skills society has long prized in education—math, engineering, word-based tasks, numbers, charts, technical drawings. The skills likely to remain valuable in 5–10 years are those that combine intelligence with physical body/motor coordination, real human social interaction, and emotional depth. His example: martial arts. It demands mental training, physical conditioning, and actual human opponents—elements AI cannot authentically replicate. Anything purely intellectual and narrow? Vulnerable. Anything whole-body, emotionally rich, and socially embedded? Much harder to automate. Which skill do you believe will still be distinctly human and valuable in 2035?

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