This technical report outlines the integration of High Performance Computing (HPC) with Kubernetes, detailing the evolution of container-native supercomputing platforms. It begins with the introduction of Nimbix's JARVICE, the first container-native supercomputing cloud platform, which utilizes Linux containers for enhanced security and workload mobility. The report explains how JARVICE has evolved to support both a service catalog for users and a platform for developers. It contrasts JARVICE with Kubernetes, emphasizing that while both utilize containers, they cater to different application types. The document further discusses the limitations of traditional HPC platforms and the need for a unified infrastructure that can support both enterprise applications and scientific workloads. It presents JARVICE XE in conjunction with Kubernetes as a solution to achieve this integration, enabling seamless deployment and management of containerized HPC applications. The report concludes by addressing the challenges and future directions in the HPC landscape as it adapts to containerization technologies.