White Paper: A Holistic Approach to Managing Liquid-Cooled AI Clusters

Picture of Press Press Updated on July 11, 2025

Whitepapers
White Paper: A Holistic Approach to Managing Liquid-Cooled AI Clusters
White Paper: A Holistic Approach to Managing Liquid-Cooled AI Clusters
0:45

The integration of advanced liquid cooling systems in AI clusters is essential for maintaining thermal stability and optimizing performance. Key components such as AI racks, Cooling Distribution Units (CDUs), the Wiwynn UMS100 (Universal Management System), and AMI DCM (Data Center Manager) work together to ensure efficient cooling management. The Wiwynn UMS100 manages cooling at multiple levels, serving as a bridge between individual servers and the overall cooling system, while the AMI DCM provides a centralized platform for monitoring and managing all servers and devices within the AI cluster. This integrated approach enhances performance, improves energy efficiency, and ensures reliability.

Register to Download the whitepaper!

 
White Paper: GPU-Initiated, Liquid-Cooled, Ultra-High-Density Storage for Next-Gen AI

1 min read

White Paper: GPU-Initiated, Liquid-Cooled, Ultra-High-Density Storage for Next-Gen AI

This paper introduces a paradigm shift in storage architecture designed to overcome the CPU-centric data path bottlenecks in modern AI workloads. By...

Read More
White Paper: KV Cache Offload to Improve AI Inferencing Cost and Performance

1 min read

White Paper: KV Cache Offload to Improve AI Inferencing Cost and Performance

This paper explores a disaggregated key-value (KV) storage architecture designed to efficiently offload KV cache tensors for generative AI workloads.

Read More
Autonomous AI Agent for End-to-End Component Data Extraction

1 min read

Autonomous AI Agent for End-to-End Component Data Extraction

This paper explores an advanced framework designed to automate the extraction of important attributes from unstructured part datasheets. By...

Read More