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AI models drift as the world changes around them, and a model that worked at launch can quietly degrade or behave unexpectedly. Monitoring production behavior catches the drift, the edge cases, and the manipulation that pre-deployment testing can't.
“A model that worked at launch can rot by Tuesday.”