We will delve into the magic world of LLM training and inference using cloud native and open source tooling; we will explore how the current GenAI revolution benefits from open standards, programmable infrastructure and the powerful paradigms of cloud native. We will expouse practical knowledge on how and why running AI/ML workloads on Kubernetes and end up with a short demo.