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Applied AI·September 23, 2026·1 min read

OpenAI wants to consult elite mathematicians about how to not fumble again

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Bringing in an independent panel of elite mathematicians is a move toward domain-governed evals and release decisions, not just internal red-teaming. For any team claiming breakthroughs in hard domains — math, bio, security — external expert governance is quickly becoming the expectation, not a nice-to-have.

Applied AI

AI is wiping out whole degrees in China — translation, photography, illustration and fashion design are going, while prompt engineering is the new job appearing in film

University programs are being re-architected around where employers see net demand growth — translation, photography, illustration, and fashion design are getting cut while tech-heavy creative and prompt roles expand. If your talent pipeline still assumes pre-AI job taxonomies, expect a mismatch between degrees and the skills you actually need on set, in post, and in design this decade.