Cognitive Project Management in AI Practice Mode

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  - CPMAI stresses implementing continuous AI project lifecycles because models are not static: once in production they encounter data drift and concept drift, so monitoring, re-evaluation, and retraining are ongoing. New findings can trigger another loop through the CPMAI phases. This continuous view distinguishes managing AI from one-time software delivery.