Cognitive Project Management in AI Practice Mode

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  - A proof of concept validates whether an AI idea is technically feasible and can deliver expected business value before committing to full-scale build-out. In CPMAI, PoCs are time-boxed, low-cost experiments that reduce risk. A key CPMAI lesson is recognizing PoC limitations and pitfalls so a successful PoC is not mistaken for a production-ready system.