Thinking Machines Expands Use of Google Cloud AI Hypercomputer
A4X Max VMs with NVIDIA GB300 GPUs, alongside multiple Google Cloud services, will accelerate model research and training
Thinking Machines will utilize A4X Max with NVIDIA Blackwell architecture through Google Cloud, serving as one of the first Google Cloud customers to utilize NVIDIA GB300 NVL72. In early testing, Thinking Machines saw training and serving speed increase 2X with A4X Max VMs, compared to prior generation GPUs. This performance is enhanced by Google Cloud's Jupiter network, enabling the near-instantaneous weight transfers required for TML's Reinforcement Learning workloads.
In addition to highly optimized compute from NVIDIA, Thinking Machines benefits from proximity to Google Cloud's integrated and open AI stack. Today, it uses services like Google Kubernetes Engine for massive-scale orchestration, Spanner, Cluster Director,
By combining Cloud Storage, Spanner for transactional metadata, and a custom node-level caching solution, Thinking Machines ensures its infrastructure supports continuous training even while serving production workloads at global scale.
"By leveraging A4X Max and the AI Hypercomputer integrated stack, Google Cloud got us running at record speed with the reliability we demand," said Myle Ott, Founding Researcher, TML. "This seamless integration of high-performance compute, fast storage, GKE orchestration, and automated remediation via Cluster Director has allowed us to focus on the unique aspects of the stack like Tinker and reinforcement learning."
"The team at Thinking Machines Lab is generating very exciting research and product offerings that will help organizations more effectively utilize AI," said
"As model sizes grow and reinforcement learning workflows become more complex, system-level optimization becomes critical," said
Thinking Machines began working with Google Cloud in 2025.
About Google Cloud
Google Cloud offers a powerful, optimized AI stack — including AI infrastructure, leading models like Gemini, data management capabilities, multicloud security solutions, developer tools and platform, as well as agents and applications — that enables organizations to transform their business for the Agentic Era. Customers in more than 200 countries and territories turn to Google Cloud as their trusted technology partner.
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SOURCE Google Cloud
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