UCLA mathematician Terence Tao says AI tools reduce the cognitive friction of routine research to near zero
This allows scientists to pursue high-risk, unconventional hypotheses
Terence Tao: "We lived in a world with cognitive friction until very recently, where every task required us to use our brain.
So we didn't really think about it, we just thought this was the cost of doing something intellectual. But now we have AI and the other technologies that can bring these frictions down to zero."
Most research time is not spent having cinematic insights.
It is spent checking cases, chasing references, translating intuition into computation, testing a path, finding it false, and deciding whether the failure taught you anything.
AI changes the cost of that loop.
Terence Tao says that now he can try “crazier things,” and that makes so much difference. Because unconventional ideas are often not rejected by proof, but by inconvenience.
A mathematician may avoid a strange direction not because it is foolish, but because the bookkeeping, coding, or literature search needed to test it is too expensive for a hunch.
This is where cognitive friction becomes scientific friction.
Lowering it does not make taste, judgment, or proof disappear; it makes more weak signals cheap enough to inspect before they are abandoned.
AI is making hesitation less expensive, and that is often where discovery begins.
AI can give researchers the freedom to pursue “crazier” ideas. For Terence Tao, AI creates more room to experiment, test unexpected paths, and discover what might otherwise stay out of reach.