What does it really take to run AI at scale? In this episode, cloud architect James McShane joins James to explore how Kubernetes became the backbone of modern tech, why the cloud isn’t always the cheapest answer, and what most people miss about keeping AI systems healthy after launch. From GPU scarcity to “vibe coding” gone wrong, this conversation pulls back the curtain on the choices shaping the future of software.