"Formality, evaluation, and accountability help software makers manage generative AI risks throughout the system lifecycle."
NIST's Generative AI Profile organizes risks across model design, deployment, operation, and wider technological ecosystems while identifying governance, testing, and incident disclosure as practical areas of risk management. It provides an institutional foundation for the manuscript's argument that verification, formal safeguards, and accountability are productive engineering disciplines rather than merely bureaucratic restraints.
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