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This Bash-first guide gives Linux operators a compact, repeatable checklist to eliminate silent network bottlenecks in distributed AI: install the right tools; verify NIC speed/driver/firmware and MTU; baseline bandwidth/latency with iperf3 and ping; validate RDMA/InfiniBand/RoCE; tune offloads and TCP buffers; confirm time sync, DNS, and firewalls; and automate it all with the one-file ainetcheck.sh.