{"id":975672,"date":"2026-06-25T09:39:34","date_gmt":"2026-06-25T13:39:34","guid":{"rendered":"https:\/\/www.marketnewsdesk.com\/index.php\/penguin-solutions-expands-clusterwareai-operating-system-software-for-ai-factories-with-ai-powered-operations-and-automated-remediation\/"},"modified":"2026-06-25T09:39:34","modified_gmt":"2026-06-25T13:39:34","slug":"penguin-solutions-expands-clusterwareai-operating-system-software-for-ai-factories-with-ai-powered-operations-and-automated-remediation","status":"publish","type":"post","link":"https:\/\/www.marketnewsdesk.com\/index.php\/penguin-solutions-expands-clusterwareai-operating-system-software-for-ai-factories-with-ai-powered-operations-and-automated-remediation\/","title":{"rendered":"Penguin Solutions Expands ClusterWareAI Operating System Software for AI Factories with AI-Powered Operations and Automated Remediation"},"content":{"rendered":"<p>        <!--.bwalignc { text-align: center; list-style-position:inside }\n.bwalignl { text-align: left }body {font:normal small Arial,Helvetica,sans-serif;color:#000;background-color:#fff;padding:24px;margin:0;} a img {border:0;} h3 {font-size:medium;color:#000;margin:0 0 1em 0; text-align:center;}-->  <\/p>\n<p class=\"bwalignc\"><b>Penguin Solutions Expands ClusterWareAI Operating System Software for AI Factories with AI-Powered Operations and Automated Remediation<\/b><\/p>\n<p class=\"bwalignc\"><i>New AI Factory Operations Agent, Automated GPU Remediation for Kubernetes Workloads, and Expanded Health Visibility Improve AI Factory Performance and Resilience<\/i><\/p>\n<p>FREMONT, Calif.&#8211;(<a href=\"http:\/\/www.businesswire.com\">BUSINESS WIRE<\/a>)&#8211;<a rel=\"nofollow\" href=\"https:\/\/cts.businesswire.com\/ct\/CT?id=smartlink&amp;url=https%3A%2F%2Fwww.penguinsolutions.com%2Fen-us&amp;esheet=54559919&amp;newsitemid=20260625819236&amp;lan=en-US&amp;anchor=Penguin+Solutions&amp;index=61&amp;md5=c2d94be3beab946114554bfd54fca6e6\">Penguin Solutions<\/a>, Inc. (Nasdaq: <a rel=\"nofollow\" href=\"https:\/\/cts.businesswire.com\/ct\/CT?id=smartlink&amp;url=https%3A%2F%2Fir.smartm.com%2Fstock-information%2Fstock-quote-and-charts%2Fdefault.aspx&amp;esheet=54559919&amp;newsitemid=20260625819236&amp;lan=en-US&amp;anchor=PENG&amp;index=62&amp;md5=5408f6a4c3dd54e923d9e484e258713a\">PENG<\/a>), the AI Factory Platform Company, today announced its latest ClusterWareAI<sup>\u2122<\/sup> AI Factory Platform Operating System Software. The updated ClusterWareAI software enables AI operators to optimize AI factory performance, improve workload resilience, and simplify operations across an entire AI factory.<\/p>\n<p id=\"news-body-cta\">This press release features multimedia. View the full release here: <a href=\"https:\/\/www.businesswire.com\/news\/home\/20260625819236\/en\/\" rel=\"nofollow\">https:\/\/www.businesswire.com\/news\/home\/20260625819236\/en\/<\/a><\/p>\n<div id=\"bwbodyimg\" style=\"width: 480px;float:left;padding-left:0px;padding-right:20px;padding-top:0px;padding-bottom:0px\"><img decoding=\"async\" src=\"https:\/\/mms.businesswire.com\/media\/20260625819236\/en\/2839327\/4\/ClusterWareAI_Agent_Screen_Graphic_%282%29.jpg\" alt=\"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.\" \/><\/p>\n<p style=\"font-size:85%\">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.<\/p>\n<\/div>\n<p>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.<\/p>\n<p>\u201cAt scale, AI infrastructure demands a new level of operational intelligence,\u201d said Ian Colle, SVP and Chief Product Officer at Penguin Solutions. \u201cThe 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.\u201d<\/p>\n<p>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.<\/p>\n<p>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.<\/p>\n<p>This release also extends automated remediation capabilities to Kubernetes<sup>\u00ae<\/sup>-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 \u201cfail-slow\u201d 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.<\/p>\n<p>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.<\/p>\n<p>Learn more about the general availability of this latest release of Penguin Solutions <a rel=\"nofollow\" href=\"https:\/\/cts.businesswire.com\/ct\/CT?id=smartlink&amp;url=https%3A%2F%2Fwww.penguinsolutions.com%2Fen-us%2Fproducts%2Fclusterwareai-ai-factory-platform-operating-system-software&amp;esheet=54559919&amp;newsitemid=20260625819236&amp;lan=en-US&amp;anchor=ClusterWareAI+AI+Factory+Platform+Operating+System+software&amp;index=63&amp;md5=ee80833041bac4f69c114cef8ea63f6c\">ClusterWareAI AI Factory Platform Operating System software<\/a>.<\/p>\n<p><i>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.<\/i><\/p>\n<p><b>About Penguin Solutions<\/b><\/p>\n<p>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.<\/p>\n<p>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.<\/p>\n<p>Headquartered in Silicon Valley, California, we operate globally through our network of R&amp;D, manufacturing, and sales locations. Learn more at <a rel=\"nofollow\" href=\"https:\/\/cts.businesswire.com\/ct\/CT?id=smartlink&amp;url=https%3A%2F%2Fwww.penguinsolutions.com%2Fen-us&amp;esheet=54559919&amp;newsitemid=20260625819236&amp;lan=en-US&amp;anchor=PenguinSolutions.com&amp;index=64&amp;md5=6206e01f0eb9e3964218db7b6980f34b\">PenguinSolutions.com<\/a>.<\/p>\n<p><img decoding=\"async\" alt=\"\" src=\"https:\/\/cts.businesswire.com\/ct\/CT?id=bwnews&amp;sty=20260625819236r1&amp;sid=flmnd&amp;distro=nx&amp;lang=en\" style=\"width:0;height:0\" \/><span class=\"bwct31415\" \/><\/p>\n<p id=\"mmgallerylink\"><span id=\"mmgallerylink-phrase\">View source version on businesswire.com: <\/span><span id=\"mmgallerylink-link\"><a href=\"https:\/\/www.businesswire.com\/news\/home\/20260625819236\/en\/\" rel=\"nofollow\">https:\/\/www.businesswire.com\/news\/home\/20260625819236\/en\/<\/a><\/span><\/p>\n<p class=\"bwalignl\"><b>PR Contact<\/b><br \/>Maureen O\u2019Leary<br \/>Penguin Solutions<br \/>Corporate Communications<br \/>1-602-330-6846<br \/><a rel=\"nofollow\" href=\"mailto:pr@penguinsolutions.com\">pr@penguinsolutions.com<\/a><\/p>\n<p><b>KEYWORDS:<\/b> United States North America California<\/p>\n<p><b>INDUSTRY KEYWORDS:<\/b> Technology Engineering Professional Services Software Manufacturing Networks Hardware Data Analytics Data Management Artificial Intelligence<\/p>\n<p><b>MEDIA:<\/b><\/p>\n<table cellpadding=\"3\" cellspacing=\"3\">\n<tr>\n<td><font face=\"Arial\" size=\"2\"><b>Photo<\/b><\/font><\/td>\n<\/tr>\n<tr>\n<td><img decoding=\"async\" src=\"https:\/\/mms.businesswire.com\/media\/20260625819236\/en\/2839327\/3\/ClusterWareAI_Agent_Screen_Graphic_%282%29.jpg\" alt=\"Photo\" \/><\/td>\n<\/tr>\n<tr>\n<td><font face=\"Arial\" size=\"2\">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.<\/font><\/td>\n<\/tr>\n<tr>\n<td><font face=\"Arial\" size=\"2\"><b>Logo<\/b><\/font><\/td>\n<\/tr>\n<tr>\n<td><img decoding=\"async\" src=\"https:\/\/mms.businesswire.com\/media\/20260625819236\/en\/2720694\/3\/Penguin_Solutions_Logo.jpg\" alt=\"Logo\" \/><\/td>\n<\/tr>\n<tr>\n<td><font face=\"Arial\" size=\"2\"><\/font><\/td>\n<\/tr>\n<\/table>\n","protected":false},"excerpt":{"rendered":"<p>Penguin Solutions Expands ClusterWareAI Operating System Software for AI Factories with AI-Powered Operations and Automated Remediation New AI Factory Operations Agent, Automated GPU Remediation for Kubernetes Workloads, and Expanded Health Visibility Improve AI Factory Performance and Resilience FREMONT, Calif.&#8211;(BUSINESS WIRE)&#8211;Penguin Solutions, Inc. (Nasdaq: PENG), the AI Factory Platform Company, today announced its latest ClusterWareAI\u2122 AI Factory Platform Operating System Software. The updated ClusterWareAI software enables AI operators to optimize AI factory performance, improve workload resilience, and simplify operations across an entire AI factory. This press release features multimedia. View the full release here: https:\/\/www.businesswire.com\/news\/home\/20260625819236\/en\/ 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 &hellip; <\/p>\n<p class=\"link-more\"><a href=\"https:\/\/www.marketnewsdesk.com\/index.php\/penguin-solutions-expands-clusterwareai-operating-system-software-for-ai-factories-with-ai-powered-operations-and-automated-remediation\/\" class=\"more-link\">Continue reading<span class=\"screen-reader-text\"> &#8220;Penguin Solutions Expands ClusterWareAI Operating System Software for AI Factories with AI-Powered Operations and Automated Remediation&#8221;<\/span><\/a><\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[],"tags":[],"class_list":["post-975672","post","type-post","status-publish","format-standard","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.9 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Penguin Solutions Expands ClusterWareAI Operating System Software for AI Factories with AI-Powered Operations and Automated Remediation - Market Newsdesk<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.marketnewsdesk.com\/index.php\/penguin-solutions-expands-clusterwareai-operating-system-software-for-ai-factories-with-ai-powered-operations-and-automated-remediation\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Penguin Solutions Expands ClusterWareAI Operating System Software for AI Factories with AI-Powered Operations and Automated Remediation - Market Newsdesk\" \/>\n<meta property=\"og:description\" content=\"Penguin Solutions Expands ClusterWareAI Operating System Software for AI Factories with AI-Powered Operations and Automated Remediation New AI Factory Operations Agent, Automated GPU Remediation for Kubernetes Workloads, and Expanded Health Visibility Improve AI Factory Performance and Resilience FREMONT, Calif.&#8211;(BUSINESS WIRE)&#8211;Penguin Solutions, Inc. (Nasdaq: PENG), the AI Factory Platform Company, today announced its latest ClusterWareAI\u2122 AI Factory Platform Operating System Software. The updated ClusterWareAI software enables AI operators to optimize AI factory performance, improve workload resilience, and simplify operations across an entire AI factory. This press release features multimedia. View the full release here: https:\/\/www.businesswire.com\/news\/home\/20260625819236\/en\/ 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 &hellip; Continue reading &quot;Penguin Solutions Expands ClusterWareAI Operating System Software for AI Factories with AI-Powered Operations and Automated Remediation&quot;\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.marketnewsdesk.com\/index.php\/penguin-solutions-expands-clusterwareai-operating-system-software-for-ai-factories-with-ai-powered-operations-and-automated-remediation\/\" \/>\n<meta property=\"og:site_name\" content=\"Market Newsdesk\" \/>\n<meta property=\"article:published_time\" content=\"2026-06-25T13:39:34+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/mms.businesswire.com\/media\/20260625819236\/en\/2839327\/4\/ClusterWareAI_Agent_Screen_Graphic_%282%29.jpg\" \/>\n<meta name=\"author\" content=\"Newsdesk\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Newsdesk\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"4 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/www.marketnewsdesk.com\\\/index.php\\\/penguin-solutions-expands-clusterwareai-operating-system-software-for-ai-factories-with-ai-powered-operations-and-automated-remediation\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.marketnewsdesk.com\\\/index.php\\\/penguin-solutions-expands-clusterwareai-operating-system-software-for-ai-factories-with-ai-powered-operations-and-automated-remediation\\\/\"},\"author\":{\"name\":\"Newsdesk\",\"@id\":\"https:\\\/\\\/www.marketnewsdesk.com\\\/#\\\/schema\\\/person\\\/482f27a394d4fda80ecb5499e519d979\"},\"headline\":\"Penguin Solutions Expands ClusterWareAI Operating System Software for AI Factories with AI-Powered Operations and Automated Remediation\",\"datePublished\":\"2026-06-25T13:39:34+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/www.marketnewsdesk.com\\\/index.php\\\/penguin-solutions-expands-clusterwareai-operating-system-software-for-ai-factories-with-ai-powered-operations-and-automated-remediation\\\/\"},\"wordCount\":846,\"image\":{\"@id\":\"https:\\\/\\\/www.marketnewsdesk.com\\\/index.php\\\/penguin-solutions-expands-clusterwareai-operating-system-software-for-ai-factories-with-ai-powered-operations-and-automated-remediation\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/mms.businesswire.com\\\/media\\\/20260625819236\\\/en\\\/2839327\\\/4\\\/ClusterWareAI_Agent_Screen_Graphic_%282%29.jpg\",\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.marketnewsdesk.com\\\/index.php\\\/penguin-solutions-expands-clusterwareai-operating-system-software-for-ai-factories-with-ai-powered-operations-and-automated-remediation\\\/\",\"url\":\"https:\\\/\\\/www.marketnewsdesk.com\\\/index.php\\\/penguin-solutions-expands-clusterwareai-operating-system-software-for-ai-factories-with-ai-powered-operations-and-automated-remediation\\\/\",\"name\":\"Penguin Solutions Expands ClusterWareAI Operating System Software for AI Factories with AI-Powered Operations and Automated Remediation - 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(Nasdaq: PENG), the AI Factory Platform Company, today announced its latest ClusterWareAI\u2122 AI Factory Platform Operating System Software. The updated ClusterWareAI software enables AI operators to optimize AI factory performance, improve workload resilience, and simplify operations across an entire AI factory. This press release features multimedia. View the full release here: https:\/\/www.businesswire.com\/news\/home\/20260625819236\/en\/ 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 &hellip; Continue reading \"Penguin Solutions Expands ClusterWareAI Operating System Software for AI Factories with AI-Powered Operations and Automated Remediation\"","og_url":"https:\/\/www.marketnewsdesk.com\/index.php\/penguin-solutions-expands-clusterwareai-operating-system-software-for-ai-factories-with-ai-powered-operations-and-automated-remediation\/","og_site_name":"Market Newsdesk","article_published_time":"2026-06-25T13:39:34+00:00","og_image":[{"url":"https:\/\/mms.businesswire.com\/media\/20260625819236\/en\/2839327\/4\/ClusterWareAI_Agent_Screen_Graphic_%282%29.jpg","type":"","width":"","height":""}],"author":"Newsdesk","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Newsdesk","Est. reading time":"4 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.marketnewsdesk.com\/index.php\/penguin-solutions-expands-clusterwareai-operating-system-software-for-ai-factories-with-ai-powered-operations-and-automated-remediation\/#article","isPartOf":{"@id":"https:\/\/www.marketnewsdesk.com\/index.php\/penguin-solutions-expands-clusterwareai-operating-system-software-for-ai-factories-with-ai-powered-operations-and-automated-remediation\/"},"author":{"name":"Newsdesk","@id":"https:\/\/www.marketnewsdesk.com\/#\/schema\/person\/482f27a394d4fda80ecb5499e519d979"},"headline":"Penguin Solutions Expands ClusterWareAI Operating System Software for AI Factories with AI-Powered Operations and Automated Remediation","datePublished":"2026-06-25T13:39:34+00:00","mainEntityOfPage":{"@id":"https:\/\/www.marketnewsdesk.com\/index.php\/penguin-solutions-expands-clusterwareai-operating-system-software-for-ai-factories-with-ai-powered-operations-and-automated-remediation\/"},"wordCount":846,"image":{"@id":"https:\/\/www.marketnewsdesk.com\/index.php\/penguin-solutions-expands-clusterwareai-operating-system-software-for-ai-factories-with-ai-powered-operations-and-automated-remediation\/#primaryimage"},"thumbnailUrl":"https:\/\/mms.businesswire.com\/media\/20260625819236\/en\/2839327\/4\/ClusterWareAI_Agent_Screen_Graphic_%282%29.jpg","inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/www.marketnewsdesk.com\/index.php\/penguin-solutions-expands-clusterwareai-operating-system-software-for-ai-factories-with-ai-powered-operations-and-automated-remediation\/","url":"https:\/\/www.marketnewsdesk.com\/index.php\/penguin-solutions-expands-clusterwareai-operating-system-software-for-ai-factories-with-ai-powered-operations-and-automated-remediation\/","name":"Penguin Solutions Expands ClusterWareAI Operating System Software for AI Factories with AI-Powered Operations and Automated Remediation - 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