AI transformation does not end when implementation is complete because models, vendors, economics, regulation, roles, risks, and workflows keep changing. An Adaptive AI Organization develops the ability to repeatedly sense meaningful change, redesign bounded parts of work, preserve critical capability, learn from results, and reconfigure again.
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