This Dell Technologies and Run:ai solution brief details the Run:ai Atlas platform, integrated with Dell's data lakehouse infrastructure, designed to overcome the common challenge of underutilized GPU resources in AI initiatives. Many AI projects never reach production due to inefficient compute allocation and lack of visibility. The solution addresses this by pooling and optimizing GPU resources, enabling flexible allocation for diverse workloads, accelerating AI development, and improving return on investment. It offers centralized control, enhances GPU utilization, provides an open and extendable platform, and accelerates hybrid cloud AI deployments. The platform's scalability allows organizations to start with proof-of-concept and expand to full production, providing a robust, flexible

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