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Bash-first health checks to stop costly hidden slowdowns in GPU AI clusters: install pdsh/sysstat/smartmontools/nvme-cli/ethtool/nvidia-smi (+kubectl/Slurm) and automate five checks—driver/CUDA/PCIe consistency, GPU thermals/power/ECC/utilization, scheduler health, storage I/O and SMART/NVMe, and NIC errors—using a ready-to-run script, cluster-wide pdsh sweeps, and operator-friendly one-liners.