KubeCon + CloudNativeCon North America 2024

Pods are no longer running with just CPU and Memory. We provision GPUs, network cards, request special placement of those devices and allocated memory. And the more efficient or effective you want your set up to be, the more complicated those device requirements are, the more chances you will hit an edge case Kubernetes has not accounted for yet. Come to the talk to learn from Node Maintainers about some of those shortcomings in Kubernetes. If you are only starting with AI/ML and devices, you will be interested to learn what to expect. If you have lots of experience, you may still learn new things. With the increased focus on AI/ML workloads, highlighting those scenarios is important. As Kubernetes plans to fix those problems, you can give feedback on what would work best for you.