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AI training/inference hammers east–west bandwidth with microbursts that can idle GPUs; this Bash-first playbook shows how to baseline, emulate, right-size, and tune networks using standard Linux tools and distro-agnostic installs. Measure drops, model traffic with iperf3/netem, keep links under ~70% steady use, enable jumbo frames, fq, ECN, sensible offloads, balance IRQs, and monitor continuously to avoid costly under-provisioning.