Running LLMs on Kubernetes in Production: KServe, vLLM, llm-d, Envoy AI Gateway, and LiteLLMOne OpenAI-compatible endpoint, model-aware routing, GPU-aware scheduling, and scaling driven by inference pressure—not CPU alone. Self-hosting an LLM on Kubernetes is easy to demonstrate. Operating aOct 11, 2026·26 min read