Building an effective AI factory on Kubernetes requires balancing high-performance GPU utilization with secure, multi-tenant isolation. By leveraging native primitives and cloud-native tools, platform teams can consolidate diverse workloads while ensuring efficient hardware scheduling and resource allocation across the enterprise.