Within the next few years, AI systems will become superhuman in two specific domains: mathematics and programming; this is because both domains are self-validating (code works or doesn't, proofs check or don't), allowing AI to generate, test, and iterate without needing external data or biological experimentation.

forecastpending

Speaker

Craig

Evidence Quote

within the next few years we will have emergent two categories of AIS that are superhuman the first is in math and the second one is in programming the technical reason is that math and programming can be self- validating you can sort of generate code and if it works great and if it doesn't you can discard it you don't need bi biology or physics or real data you can just do it in the spin Loop same thing for math

Source

Eric Schmidt and Craig Mundie with David Rubenstein: GenesisThe 92nd Street Y, New York
Created: 8/11/2026, 5:23:07 AM

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