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Turn fragile, notebook-only AI into repeatable Linux automation with a Bash-first GitLab CI pipeline. The guide walks you through installing Docker/Podman and GitLab Runner across apt/dnf/zypper, enabling optional NVIDIA GPUs, and shipping a minimal repo plus .gitlab-ci.yml that verifies, trains (CPU/GPU), caches deps/models, and packages artifacts. Includes security tips, containerized inference, and practical warm-up and caching tricks.