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Enterprise AI governance lifecycle with monitoring review and deployment controls

IBM's AI research and governance materials speak to responsible AI implementation, model monitoring, and enterprise trust practices.

The operational lesson is to build governance evidence into the AI lifecycle instead of adding it after production incidents.