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NVIDIA shares debugging lessons from its Exemplar Cloud program, detailing how configuration issues in SMMU power management, NUMA placement, NCCL queue-pair concurrency, and hardware defects cause 8-12% training throughput gaps on AI clusters, and how to diagnose and fix them.