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      <image:caption>AI risk management lifecycle diagram showing continuous assessment, monitoring, governance, risk controls, and changes throughout the AI system lifecycle.</image:caption>
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      <image:caption>AI risk management controls illustration showing how organizations identify, filter, test, monitor, and control AI risks through layered safeguards.</image:caption>
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