Mathematician Lionel Levine publishes 33-page invitation to bring math into AI safety

burny_tech · x · 2026-10-21

Cornell mathematician Lionel Levine posted a 33-page arXiv piece, "Math for AI safety: an invitation for mathematicians," arguing AI threatens to outrun human understanding and that new math is needed for legible, steerable, cooperative AI. It maps fields to problems: logic/game theory for cooperation, probability for agency and world-models, algebra/representation theory for learned features, analysis/geometry for generalization and training dynamics. Each section ends with an open problem accessible to working mathematicians with no prior AI safety experience.

Related event: Cornell Mathematician Publishes 33-Page Invitation to AI Safety Research(2 posts)→

Original post →

More from Safety

Safety channel →