NVIDIA exec on AI factory economics: why performance per watt comes first and when to retire old GPUs

kimmonismus · x · 2026-11-03

kimmonismus sits down with NVIDIA's Shruti Koparkar to discuss the economics and software behind AI infrastructure. Key topics: why she tests performance per watt first when power is the binding constraint; what CUDA and CUDA-X actually do; how Pinterest has reused the same GPU fleet across recommendation systems, LLMs and vision-language models; and the decision logic for keeping, repurposing or replacing older GPUs when new models launch. Full video on YouTube.

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