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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Lack of Key Separation: Secure API design requires distinct keys for each environment (Publishable vs. Secret Keys). By relying on a single key format for both, the system invites compromise and confusion.