Do you remember shared cell phone plans? At the turn of the century, a whole family might share the same pool of mobile phone minutes, and it only took a few hours of idle chatter on the phone to drain the account of all remaining minutes of talk time for everyone. Well, a similar phenomenon is currently happening in the cloud today. Anyone who's ever touched a public cloud has likely encountered an accidental overage payment. That's a problem, but it's even more problematic that it's deceptively easy to overlook a single instance of this when you're dealing in hundreds at a time. At Discover,

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If you’re a virtual machine (VM) administrator who’s spent years managing VMs in vSphere and are now considering how Red Hat OpenShift Virtualization might fit into your operational world, we’ve built something just for you.The high-level guide to Red Hat OpenShift Virtualization as a VMware admin learning path is designed to bridge the learning gap many face when moving from traditional virtualization solutions to Kubernetes workflows. This blog provides a glimpse into what's included in the path so you can take on OpenShift Virtualization with confidence.Benefits of the VMware OpenShif

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Operationalizing AI models at scale is a critical challenge for IT leaders. While the initial cost of training a large language model (LLM) can be significant, the real and often underestimated expense is tied to inference.AI inference—the process of using a trained model to generate an output—is the most resource-intensive and costly part of an AI application, especially because it happens constantly during production. Inefficient inference can compromise an AI project's potential return on investment (ROI) and negatively impact customer experience due to high latency.The full-stack appro

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In an increasingly complex technology landscape, digital sovereignty has moved from a theoretical concept to an urgent strategic imperative for European organizations and governments. Recent global events—from supply chain disruptions to geopolitical conflicts—have underscored the critical need for greater control over their technology. Digital sovereignty is a strategic effort for organizations to build greater resilience, choice and confidence into IT environments. This isn’t a move towards isolation, with true sovereignty requiring more than just local data centers. Businesses are re-

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SUSE Rancher RKE1 reached its end-of-life (EOL) on July 31, 2025. Continuing to use it could leave your production workloads vulnerable to security risks, without vendor support, and facing compatibility challenges.If you’re considering a change, Red Hat OpenShift offers an enterprise-grade application platform that can support your Kubernetes container strategy today and scale for the future. Why Red Hat OpenShift is the right choice for your businessRed Hat OpenShift is a complete, enterprise-focused container application platform built on a hardened, consistent Red Hat Enterprise Linux (R

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As enterprises scale large language models (LLMs) into production, site reliability engineers (SREs) and platform operators face a new set of challenges. Traditional application metrics—CPU usage, request throughput, memory consumption—are no longer enough. With LLMs, reliability and efficacy are defined by entirely new dynamics—token-level performance, cache efficiency, and inference pipeline latency.This article explores how llm-d, an open source project co-developed with the leading AI vendors (Red Hat, Google, IBM, etc.) and integrated into Red Hat OpenShift AI 3.0, redefines observa

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Application modernization is a continuous journey for enterprises, driven by the need for greater business agility, enhanced security, and cost optimization. While the benefits are clear, large-scale modernization projects can be complex, time-consuming, and require significant upfront investment.With the introduction of migration toolkit for applications 8 (MTA 8), Red Hat is helping organizations overcome these challenges by automating key parts of the modernization journey. The migration toolkit for applications has long provided tools for containerization readiness, source-code analysis, a

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