Terence Tao says AI drives idea generation cost to near zero but shifts the bottleneck to verification

THE DECODER / 3/22/2026

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Key Points

  • Tao asserts AI can bring idea-generation costs to near zero, enabling rapid exploration of problems.
  • The bottleneck shifts to verification and validation, necessitating new tools and processes for correctness at scale.
  • The perspective is presented as applicable beyond mathematics, impacting science, engineering, and related workflows.
  • The article uses an infrastructure analogy to stress the need for guardrails and verification pipelines to support AI-enabled creativity.

Terence Tao compares AI's impact on mathematics to the automobile's effect on cities: new technology needs new infrastructure, or it just clogs the old roads. His analysis applies far beyond math.

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