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Krishna Chaitanya Sunkara

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Preprint Sep 2026

Job Class Thermal Intent Aware Liquid Cooling Allocation for AI Data Centers

GPU-dense AI data centers need to run on liquid cooling as air simply cannot shed the heat at these power densities. Yet the cooling loops themselves are blind to what workloads are about to run; they crank up flow only after a sensor catches a temperature climb, which can take 30 to 50 seconds. We built Job-Class Ther...

Krishna Chaitanya Sunkara · 0 citations

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