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Pragmatic guide to hosting AI on plain Linux: three case studies show how to ship a CPU-only FastAPI embedding API behind NGINX/systemd, a low-latency YOLOv8 image detector that scales to GPU, and a nightly zero-shot batch tagger driven by Bash + GNU parallel. Includes apt/dnf/zypper setup, code, and ops patterns, plus lessons on warm models, right-sizing, concurrency, separation, observability, and concrete next steps.