This policy brief presents AI governance as a lifecycle control system rather than static compliance. It outlines an integrated, standards-aligned framework that governs AI from data sourcing through deployment using continuous monitoring, feedback loops, and enforceable constraints to ensure accountability, resilience, and trustworthy AI operations.
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Dale Rutherford
University of Arkansas at Little Rock
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Dale Rutherford (Sun,) studied this question.
www.synapsesocial.com/papers/69d894ad6c1944d70ce059a3 — DOI: https://doi.org/10.5281/zenodo.19453392