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We take a complementary route: treat the agents' characteristics as partly unknown and ask what structure of interaction ensures that bad collective outcomes are not equilibria. Mean field games suit this when many interchangeable agents are coupled through an aggregate. We introduce a program for using them in AI safety and carry…","published":"2026-10-02T04:00:00Z","seen":"2026-10-02T04:42:46Z","lang":"en","source":{"id":"kite-export-arxiv-org-f680e9","name":"export.arxiv.org","domain":"export.arxiv.org"},"via":"kite-export-arxiv-org-f680e9","topics":["ai","math.oc","cs.ai","cs.gt"],"authors":["P. 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