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AI is reshaping hosting: token-level latency, bursty concurrency, cost visibility, model churn, and governance demand AI-first stacks. This bash-friendly guide shows Linux users how to run an OpenAI-compatible LiteLLM API, front it with NGINX (TLS, HTTP/2, streaming, rate limits), add Redis micro-caching, containerize with Docker Compose, benchmark/observe, use blue/green and cost-aware routing, and prepare for GPU/K8s.