AI research
September 1, 2026

Open Problems in Frontier AI Risk Management

Most AI risk management standards were written for narrow systems, before general-purpose frontier models existed. This Oxford Martin AI Governance Initiative report works through each stage of the risk management process, from planning and identification to analysis, evaluation, and mitigation, and reviews the literature to find what remains unresolved at each one. It also names the actors best placed to address each gap.

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