Scientists created an exam so broad, challenging and deeply rooted in expert human knowledge that current AI systems consistently fail it. “Humanity’s Last Exam” introduces 2,500 questions spanning mathematics, humanities, natural sciences, ancient languages and highly specialized subfields.

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This gap is even more visible in the rapidly rising longevity economy, which Swiss bank UBS predicted to be worth $8 trillion by 2030. Healthspan companies operate in a domain where the consequences of being wrong are real, where biological systems resist simplification and where translation from insight to intervention is the work. In this context, validation is not a logo or a prize, but a growing body of evidence that compounds over time.uu

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