The UN's first Global Dialogue on AI Governance opened in Geneva this week, backed by a scientific panel warning that catastrophic harm “cannot yet be ruled out.” Oxford legal scholars argue the real accountability work has to move from external liability rules into internal governance design. New technical research adds teeth to that argument: a Decision Evidence Maturity Model shows most organizations mistake having logs for having answers, while a constitutional governance
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