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Microsoft scaled Maia 300 across gigawatt footprints to optimize tokens per megawatt rather than peak FLOPS. When regional grid queues cap datacenter expansion, custom silicon defends internal software margins against merchant GPU depreciation.

deanlee.infoThe Kilowatt Floor Under Cloud MarginsMicrosoft's Maia 300 silicon push at OCP Summit targets tokens per megawatt rather than peak FLOPS. When datacenter power bottlenecks cap inference volume, custom hardware defends gross margins against GPU depreciation.

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