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FEBRUARY 1930 Public Engagement Demanded for AI Constitutional Alignment — Part Two Kevin Frazier explores practical alignment methods, including red-teaming protocols and constitutional classifiers designed to prevent model misuse. He emphasizes the urgent need for institutionalized public consultation so that broader societal values, rather than corporate preferences alone, shape future artificial intelligence governance. (4)
