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Self-hosting LLMs on Kubernetes with vLLM (CNCF guide)

2026-07-16 12:15 UTC · CNCF Blog · read the source ↗ #kubernetes#llm#self-hosting
  • Platform/SRE — Learn: Useful reference for platform engineers evaluating GPU workload patterns on Kubernetes; no forced migration or deadline, but shapes how you’d design node pools and scheduling for LLM inference.
  • CI/CD — Skip
  • Leader — Learn: Relevant context for build-vs-buy decisions on LLM inference — self-hosting via vLLM vs managed API services — but no concrete strategic decision is forced by this content.
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