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Validate AI Factory Changes with Digital Twins and AI Agents

Three monitors display a network simulation and infrastructure monitoring dashboards in front of data center server racks.AI factories are some of the most complex operations in the world, combining GPUs, CPUs, switches, DPUs, and SuperNICs alongside schedulers, orchestration...Three monitors display a network simulation and infrastructure monitoring dashboards in front of data center server racks.

AI factories are some of the most complex operations in the world, combining GPUs, CPUs, switches, DPUs, and SuperNICs alongside schedulers, orchestration services, security controls, and a rapidly changing software stack. Deploying this infrastructure effectively is a challenge. But so is being able to validate that the infrastructure, software, and policies work together for the workloads the…

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Faster Scientific Image Analysis with NVIDIA cuPhoton

Observatory dome beneath curved star trails in the night sky.Observatories and telescopes, lasers and X-ray light sources, and other high-throughput instruments generate image data faster than CPU-bound pipelines can...Observatory dome beneath curved star trails in the night sky.

Observatories and telescopes, lasers and X-ray light sources, and other high-throughput instruments generate image data faster than CPU-bound pipelines can process it to support timely decisions. The computational bottleneck is rarely one slow kernel. It’s the whole path from data in the sensor to a decision: read the raw data, match point-spread functions or detector responses, subtract or reduce…

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