Whitepapers

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

Press — Tue, 17 Mar 2026 08:00:00 GMT

This paper introduces a paradigm shift in storage architecture designed to overcome the CPU-centric data path bottlenecks in modern AI workloads. By combining NVIDIA SCADA (Scaled Accelerated Data Access) with a 100% liquid-cooled, fanless chassis housing 96 E3.S NVMe drives, we have created an ultra-high-density storage solution.

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

Press — Mon, 16 Mar 2026 08:00:00 GMT

This paper explores a disaggregated key-value (KV) storage architecture designed to efficiently offload KV cache tensors for generative AI workloads. By synergizing Wiwynn's OCP ORv3-compliant servers with Pliops' hardware-accelerated data path, this framework delivers a highly scalable and cost-effective solution for AI inferencing.

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

Press — Fri, 13 Mar 2026 07:00:00 GMT

This paper explores an advanced framework designed to automate the extraction of important attributes from unstructured part datasheets. By synergizing expert data science preprocessing with the Retrieval-Augmented Generation (RAG) architecture, we have achieved industry-leading recognition accuracy.

White Paper: From Design to Live Operation: Wiwynn’s L12 AI Cluster Deployment with MLPerf Validation

Press — Wed, 31 Dec 2025 06:00:00 GMT

Deploying large-scale AI clusters introduces engineering challenges that extend well beyond the individual server rack. From liquid cooling integration to high-voltage power distribution and network topology design, the "Last Mile" of AI infrastructure presents multifaceted integration complexities.

White Paper: AI Rack Management with Wiwynn UMS

Press — Mon, 20 Oct 2025 07:25:00 GMT

This paper discusses the rapid expansion of AI workloads and the resulting transformation in data center infrastructure requirements. Traditional air-cooling systems are becoming less effective due to the increased power density of server racks. To address this challenge, the paper presents Wiwynn's Universal Management System (UMS) as a solution for managing AI server racks and Direct Liquid Cooling (DLC) infrastructure.

White Paper: Introduction of a new Firmware Update Workflow for PLDM & Redfish

Press — Fri, 17 Oct 2025 05:00:00 GMT

Firmware updates are essential for the BMC system. Each device requires a unique update flow and utilizes different transport protocols, such as I2C or JTAG. In previous projects, various update utilities had to be developed to accommodate these requirements. However, without proper software design, issues such as overly customized update tools and duplicated code—especially for hardware protocol read/write functions—have emerged. Therefore, a well-designed architecture for firmware updates is necessary to resolve these problems.

White Paper: Beyond the Rack - The Elastic Management Framework for AI Data Centers

Press — Wed, 15 Oct 2025 01:00:00 GMT

AI clusters using next-generation accelerators (e.g., NVIDIA GB200) push rack power density beyond 130 kW, making air cooling insufficient and driving adoption of direct liquid cooling (DLC). This whitepaper introduces Wiwynn’s Elastic Management Framework, a modular, scalable, interoperable architecture that unifies rack- and cluster-level monitoring and control across IT and facilities. The Wiwynn Universal Management System (UMS) enables autonomous rack-level protection and in-row CDU coordination, integrates heterogeneous sensors and controls via Redfish/Modbus/SNMP/analog/GPIO, and exports normalized telemetry to a Prometheus/Thanos platform with Grafana visualization and AlertManager response.

White Paper: Power Efficiency Optimization in AI Systems

Press — Tue, 14 Oct 2025 01:30:00 GMT

This whitepaper examines the growing importance of power efficiency in AI systems, where increasing computational demand translates into significant energy consumption and operating costs. We begin by introducing the overall architecture of AI applications and their critical power components, including power shelves and bricks, and the key part of switching converter efficiency analysis in detail.

White Paper: General Guidance for Transitioning from Single-Phase to Two-Phase Liquid Cooling Solutions

Press — Mon, 13 Oct 2025 07:00:00 GMT

The rapid expansion of artificial intelligence, high-performance computing, and cloud services is driving unprecedented levels of heat generation in modern data centers. Traditional air cooling and single-phase liquid cooling are increasingly unable to meet the demands of high-density server racks and powerful processors. Two-phase liquid cooling, which transfers heat through the phase change of the coolant, offers significantly greater thermal efficiency and the potential for substantial energy savings.

White Paper: Testing Apparatus to Facilitate Validation in Immersion Cooling Environment

Press — Mon, 04 Aug 2025 02:36:13 GMT

As the chip industry moves beyond an era of rapid development, immersion cooling has emerged as a critical technology thanks to its superior cooling efficiency. Yet, validation across different environments often produces inconsistent results. In traditional immersion cooling setups, servers are typically installed vertically, which makes electrical and signal integrity (SI) validation difficult due to limited tank space. To address this, servers usually need to be removed and tested horizontally outside the tank.