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Microsoft commits its Azure Maia family to multi-gigawatt deployments starting in 2027, positioning it as the primary inference system. The Maia 300 chip targets long-context workloads with 288 GB HBM4 and expects to deliver 40% more tokens per megawatt compared to leading GPU-based systems, though critics question the metric's definition and workload specifics.
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