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A practical, bash-first playbook to cut AI cloud spend without slowing model velocity: install minimal CLIs, profile and right-size GPUs/CPUs, make spot/preemptible safe via checkpointing and TERM traps, auto-stop idle instances with a cron job, optimize storage with rclone and lifecycle policies, and tag/track costs from the shell—complete with copy/paste scripts and apt/dnf/zypper install steps.