Multi-Node GPU Training Guide Reveals 72B Model Scaling Secrets
Jessie A Ellis Jan 12, 2026 23:38 Together.ai details how to train 72B parameter models across 128 GPUs, achieving 45-50% utilization with proper network tuning and fault tolerance. Training AI foundation models now demands orchestrating hundreds of GPUs across multiple machines—a technical challenge that determines whether projects succeed or burn through compute budgets without results....
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