Yes, we're now running our agents in the cloud. and some of us also do inference and training. In fact 66% of organizations self-hosting AI models have fully integrated their inference workloads into Kubernetes clusters. At this stage - most of AI workloads are just experiments, but we already know they're costly and often unreliable. In this talk I'll show how you can start optimizing your AI workloads so they're not only valuable but also reliable and efficient.