Penguin Solutions Expands ClusterWareAI Operating System Software for AI Factories with AI-Powered Operations and Automated Remediation

Key Terms

kubernetes technical

Kubernetes is an open-source system that automates running and managing many pieces of software across groups of computers, like a conductor coordinating musicians so each piece plays at the right time and place. For investors, it matters because companies that use it can deploy updates faster, scale services up or down automatically, and cut infrastructure costs — factors that influence growth, reliability and operating margins.

gpu cluster technical

A GPU cluster is a group of high-performance graphics processing units (GPUs) linked together to tackle very large computing tasks by sharing work, like a team of specialists handling different parts of a big project. Investors care because these clusters power AI, data analysis, simulations and other compute-heavy services that can drive revenue, reduce time-to-market and create competitive advantages, while also representing significant capital and running costs.

agentic ai technical

Agentic AI refers to computer systems that can make their own decisions and take actions without needing someone to tell them what to do each time. It's like giving a robot a degree of independence to solve problems or achieve goals on its own, which matters because it could change how we work and interact with technology in everyday life.

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New AI Factory Operations Agent, Automated GPU Remediation for Kubernetes Workloads, and Expanded Health Visibility Improve AI Factory Performance and Resilience

Penguin Solutions latest ClusterWareAI AI Factory Platform Operating System software enables AI operators to optimize AI factory performance, improve workload resilience, and simplify operations across the entire AI factory. Pictured is the new AI Factory Operations Agent, which provides administrators with a conversational interface for gaining insights into GPU cluster performance using natural language queries.

As enterprises, sovereign AI initiatives, and neocloud providers scale infrastructure to support AI inference at scale, maintaining performance, resilience, and service-level objectives becomes increasingly complex. The latest ClusterWareAI release from Penguin Solutions addresses these challenges with new capabilities that enhance hardware-level visibility and helps maintain peak performance across GPU clusters running inference workloads.

“At scale, AI infrastructure demands a new level of operational intelligence,” said Ian Colle, SVP and Chief Product Officer at Penguin Solutions. “The ClusterWareAI AI Factory Platform Operating System Software from Penguin Solutions provides the unified operational control plane that helps transform compute, memory, networking, storage, and software into an AI factory. This release advances our vision of intelligent, self-managing AI infrastructure through AI-driven operations, automated remediation, and deep infrastructure awareness.”

ClusterWareAI software is the operating system for AI factories, providing a hardware-agnostic control plane that unifies deployment, observability, automation, governance, and performance optimization across training, inference, and Agentic AI environments. This gives operators a single view to manage the entire AI infrastructure lifecycle. By combining deep infrastructure telemetry, operational intelligence, and AI-assisted workflows, ClusterWareAI software enables organizations to accelerate AI deployment, improve resilience, scale operations efficiently, and reduce total cost of ownership.

The new AI Factory Operations Agent provides administrators a conversational interface for gaining insight into GPU cluster performance using natural language queries. The agent accelerates root cause analysis, streamlines troubleshooting, and reduces reliance on specialized expertise, enabling faster issue resolution and improved operational efficiency. It is the first in a planned family of AI-powered agents designed to simplify cluster operations and increase administrator productivity.

This release also extends automated remediation capabilities to Kubernetes^®-based inference environments and expands its built-in hardware-level monitoring, ensuring that only GPUs operating at optimum performance are available in inference worker pools. Leveraging precise bare-metal telemetry, ClusterWareAI software delivers real-time visibility into cluster health and proactively detects and resolves hardware degradations before they impact application performance. The timely identification of “fail-slow” conditions, where components degrade without fully failing, helps maintain consistent performance and maximize GPU utilization. Together, these advancements reflect a critical shift in how operators manage AI at scale.

As organizations scale generative AI models from model development and training to production inference and Agentic AI, maximizing infrastructure availability and GPU utilization becomes critical to achieving business value and return on investment. By automating diagnostics, remediation, and performance optimization, ClusterWareAI software helps organizations maximize GPU utilization, reduce operational overhead, and operate AI factories more efficiently at scale.

Learn more about the general availability of this latest release of Penguin Solutions ClusterWareAI AI Factory Platform Operating System software.

Penguin Solutions and ClusterWareAI are trademarks or registered trademarks of Penguin Solutions, Inc. or its affiliates. Kubernetes is a registered trademark of The Linux Foundation. All other trademarks are the property of their respective owners.

About Penguin Solutions

Penguin Solutions is a leading provider of memory and AI infrastructure, powering the AI factories of the future for enterprises, sovereign AI initiatives, and neocloud providers.

Built on decades of engineering expertise at the intersection of memory and AI/HPC infrastructure, we bring together differentiated infrastructure software, advanced memory, compute systems, end-to-end services, and industry-leading partner solutions in a full-stack AI factory platform designed to help customers deploy and scale AI workloads with speed and precision.

Headquartered in Silicon Valley, California, we operate globally through our network of R&D, manufacturing, and sales locations. Learn more at PenguinSolutions.com.

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PR Contact
Maureen O’Leary
Penguin Solutions
Corporate Communications
1-602-330-6846
pr@penguinsolutions.com

Source: Penguin Solutions, Inc.