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Introduction A GPU cluster does not know which product launch is contractually committed, which research experiment can wait until tomorrow, or which inference endpoint supports a revenue-producing application. Kubernetes sees pods, resource requests, labels, and scheduling constraints. The business sees customers, deadlines, budgets, risk, and service commitments. That gap is where many shared GPU platforms […]

TL;DR The decision to stay on VMware Cloud Foundation or replatform should not be reduced to a licensing reaction, a hypervisor feature comparison, or a vendor preference. It is a private cloud operating-model decision involving workload compatibility, staff capability, migration risk, ecosystem dependencies, automation maturity, lifecycle economics, and future exit complexity. For many enterprises, the