Joint session at CloudNative Days Winter 2025. We covered how the multi-tenant Kubernetes-based PFCP cloud service delivers AI/ML workloads with strong isolation (RBAC enforcement, host/process/data separation, network isolation), fair resource control, and billing on a single shared cluster. Event site: https://event.cloudnativedays.jp/cndw2025/talks/2725