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- AI projects benefit from iterative development with clear success criteria and decision gates that determine whether to continue, pivot, or stop. This matches CPMAI's per-phase Go/No-Go structure, which acknowledges AI's experimental nature while maintaining governance. Fixed requirements ignore inherent uncertainty, and no governance leads to unbounded scope and wasted resources.