subtopic

When and why Kubernetes

Learn the basic ideas so you can talk to platform teams: a pod runs containers; a deployment keeps N copies running and rolls out new versions; a service gives them one stable address; an ingress exposes them to the internet; the autoscaler adds pods when traffic rises; GPU nodes for self-hosted models. Run the API on a local cluster (kind/minikube) once.