Infinity and HP Deliver 2X Performance Gains on NVIDIA's GB300 Grace Blackwell Ultra Desktop Superchip

Collaboration demonstrates increased concurrent AI workload capacity on HP ZGX Fury running NVIDIA Nemotron 3 Super, putting HP at the frontier of local AI compute

SAN FRANCISCO, October 20, 2026--Infinity (Infinity Artificial Intelligence Institute), an automated AI research company building the software layer that makes any AI chip inference-ready, today announced a collaboration with HP Inc. Infinity and HP have been working together to use Infinity Auto Research to optimize the NVIDIA Nemotron 3 Super model running on the HP ZGX Fury powered by NVIDIA GB300 Grace Blackwell Ultra Desktop Superchip. The teams doubled concurrent workloads and doubled overall token throughput on the tested GB300 configuration without changing the underlying hardware.(1)

"HP is focused on helping customers deploy AI at scale with solutions that combine powerful local AI devices and real-world productivity gains," said Jim Nottingham, SVP and Division President, Advanced Compute Solutions, HP Inc. "Our collaboration with Infinity highlights how HP ZGX Fury can deliver greater efficiency, support more concurrent AI workloads, and help organizations maximize the return on their AI investments."

In the tested configuration, the teams demonstrated support for approximately 2X concurrent requests at the same defined responsiveness threshold, increasing the amount of AI work that can be served from the same hardware. Infinity delivered the initial performance gain in under 24 hours of engineering work, with throughput optimization work continuing since.

The collaboration centers on HP's newest Z AI station, HP ZGX Fury, based on the NVIDIA DGX Station platform. Offering shareable AI compute with a rack-mountable, office-deployable design, the AI station enables multiple users to run inference simultaneously or developer teams to experiment and fine-tune in parallel on a single ZGX Fury.

"Infinity's collaboration with HP highlights the transformative potential of workload-specific auto-research optimization on cutting-edge high-performance AI devices," said Jeremy Nixon, founder and CEO of Infinity. "By integrating NVIDIA's GB300 accelerated computing with HP ZGX Fury and Infinity's optimization technology, we are pioneering ways for organizations to maximize AI workloads on the infrastructure they already deploy. The next frontier in AI is about extracting the greatest performance from every chip in use, and HP is moving swiftly to ensure their customers lead the way."