Deploying LLMs on Kubernetes means solving GPU scheduling, model loading, inference exposure and autoscaling.
Recommended flow: prepare GPU nodes and device plugins; containerize the inference service; expose APIs via Service and Ingress; scale with HPA.
Whether AWS, GCP or Alibaba Cloud, CnCloud provides billing, quota and architecture support.