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A practical, Bash-first playbook for keeping AI servers fast and reliable: why AI workloads need specialized checks, what healthy targets look like (CPU/mem, PSI, GPUs, disks, endpoints), and a drop-in ai-healthcheck.sh with env tunables plus systemd/cron wiring. Includes real-world usage (pre-flight, SLOs, K8s probes), troubleshooting, and next steps to catch heat, pressure, and I/O issues before 2 a.m. fires.