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Practical guide to shipping reliable AI on Kubernetes with Helm from your bash shell: create reproducible, auditable releases by packaging/versioning charts in OCI; make GPU-aware scheduling first-class; design storage and model preloads; keep envs clean via layered values and externalized secrets; upgrade safely with lint/diff/probes/rollbacks. Includes distro-specific installs, NVIDIA plugin, and a Triton chart quickstart.