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Hands-on, bash-first playbook for deploying open-source AI at scale: standardize a rootless Podman runtime (optional NVIDIA), serve LLMs with vLLM (GPU) or llama.cpp (CPU), scale via Nginx, add Prometheus+Grafana observability, ensure reproducibility with Git LFS, offline caches and pinned images, secure with TLS/scanning, and evolve to Kubernetes/Ray—cost-controlled, private, on-prem/VPC friendly.