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About the role
GPU racks pull 120–140 kW today. By 2027, that number hits 600 kW to 1 MW per rack. The entire AI buildout — hundreds of billions in capex — is being erected on a grid that was not designed for it. Design margins have compressed from 30% to 10–15%. The monitoring systems built for the last generation of infrastructure poll at one-second intervals. GPU workloads ramp in eight milliseconds. AI is accelerating faster than the infrastructure beneath it can be understood. The incumbent vendors — Sc
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