2026-02-09 07:01
🚀 The IT self-service agent AI quickstart integrates AI with tools like Slack, email, and ServiceNow. Users can seamlessly manage multi-turn workflows without losing context, allowing for efficient requests across platforms. 🔗 This AI solution is part of Red Hat's quickstart catalog, making it easy to implement. With a focus on integration, it addresses the fragmented nature of enterprise work by adapting to existing user environments. 📈 Each interaction is processed through a unified...
Source: Red Hat Developer Blog
Tommy Hughes
2026-02-06 19:10
🚀 Mistral AI has launched the Voxtral Mini 4B Realtime, a streaming speech recognition model aimed at low-latency voice applications. This model allows for real-time ASR with under 500 ms latency and supports 13 languages, making it ideal for global voice-driven applications. It is available for immediate use through vLLM and the Red Hat AI Inference Server. Developers can easily prototype interactive voice applications and benefit from the open infrastructure provided. 💻🌍 #AI...
Source: Red Hat Developer Blog
Saša Zelenović, Doug Smith
2026-02-05 08:01
🚀 Red Hat Advanced Cluster Security for Kubernetes is enhancing security visibility across OpenShift clusters. 📊 The latest update integrates health metrics into existing monitoring systems, enabling centralized observability and alerting. Custom metrics can be configured for detailed insights. 🔍 Users can visualize security posture data using tools like Grafana, tracking vulnerabilities and policy violations efficiently. 📈 This update aims to streamline security management and improve...
Source: Red Hat Developer Blog
Sabina Aledort
2026-02-04 14:03
🚀 Upgrade your storage performance with ease! The VolumeAttributesClass (VAC) in OpenShift 4.21 allows you to modify existing volume attributes without downtime. Unlike traditional methods, which were disruptive, VAC provides a smooth transition for performance upgrades. Create performance tiers and switch between them seamlessly while your application remains operational. Learn more about this innovative feature today! #OpenShift #CloudComputing #Kubernetes #VolumeManagement #TechInnovation
Source: Red Hat Developer Blog
Cyril Ajieh, Hemant Kumar
2026-02-04 08:01
Unlock the power of OpenShift Lightspeed in your IDE! 🌟 This article details how to connect OpenShift Lightspeed's Model Context Protocol (MCP) to your favorite integrated development environment (IDE). MCP allows AI assistants to access specialized OpenShift information, enhancing your development workflow. You'll need prerequisites like an IDE that supports MCP, access to an OpenShift cluster, and the OpenShift Lightspeed operator. The article provides a step-by-step guide on preparing your...
Source: Red Hat Developer Blog
Diego Alvarez Ponce
2026-02-04 07:01
In 2026, the AI landscape shows a divide between chatbots and autonomous agents. However, many enterprise applications require reliable, predictable models instead of creative ones. The article advocates treating LLMs as semantic processors using Apache Camel to manage data effectively. This approach emphasizes mechanics over unpredictability, enabling clearer data handling and integration. Key patterns discussed include generative parsing for data structuring and semantic routing for flow...
Source: Red Hat Developer Blog
Ivo Bek
2026-02-04 07:00
NVIDIA has introduced NVFP4-quantized versions of large language models (LLMs), enhancing deployment efficiency. 🌐 These models range from 8B to over 400B parameters, benefiting from NVIDIA Blackwell GPUs. NVFP4 offers significant memory reduction while maintaining near-baseline accuracy. This advancement is crucial for both research and enterprise applications. 💡 Key findings indicate that accuracy recovery improves with larger models. Smaller models still show strong performance, making...
Source: Red Hat Developer Blog
Shubhra Pandit, Alexandre Marques, Dipika Sikka, Kyle Sayers
2026-02-04 03:01
🔒 Microsoft's 2011 Secure Boot certificate will expire on June 26, 2026. Existing RHEL systems will continue to boot normally, as the expiration only affects new component signing. 🔄 Red Hat will release updated shims starting with RHEL 9.7, signed with the new 2023 certificate. 🛡️ For RHEL users, assess Secure Boot settings, confirm key validity, and stay updated with security advisories. More insights can be found in the full article! #SecureBoot #RHEL #RedHat #Cybersecurity #Linux
Source: Red Hat Developer Blog
Pradeep Jagtap
2026-02-03 14:03
🚀 Upgrade your storage performance with ease! The VolumeAttributesClass (VAC) in OpenShift 4.21 allows you to modify existing volume attributes without downtime. Unlike traditional methods, which were disruptive, VAC provides a smooth transition for performance upgrades. Create performance tiers and switch between them seamlessly while your application remains operational. Learn more about this innovative feature today! #OpenShift #CloudComputing #Kubernetes #VolumeManagement #TechInnovation
Source: Red Hat Developer Blog
Cyril Ajieh, Hemant Kumar
2026-02-03 14:02
🚀 Red Hat OpenShift 4.21 is here! This release features AI-driven insights, automated security signing, and improved local development tools. Key updates include the Red Hat Developer Hub 1.8 and new capabilities in OpenShift Dev Spaces. Enhancements to the Trusted Artifact Signer ensure security across your software supply chain. Explore the latest features and optimizations designed for faster, safer deployment. #OpenShift #RedHat #DevTools #Kubernetes #AI
Source: Red Hat Developer Blog
Shannon Madden
2026-02-02 08:01
🚀 Red Hat Developer Hub simplifies Backstage configuration by automating template imports and integrating with GitHub for user management. This article outlines how to set up static catalogs and dynamic plug-ins, enhancing the overall user experience. With the right configuration, teams can focus more on their projects rather than on complex setups. Explore the built-in features of Red Hat Developer Hub today! 🌟 #RedHat #DeveloperHub #Backstage #GitHubIntegration #TechSimplified
Source: Red Hat Developer Blog
Joshua Canter
2026-02-02 07:01
Discover how OpenShift AI enhances online shopping experiences with AI-generated product review summaries! 🛍️ This final part of our series showcases the use of LLMs to summarize user reviews efficiently. Users can generate real-time summaries directly from product pages, streamlining the decision-making process. 📊 The article also explains the user registration process, allowing for personalized product recommendations. Explore the integration of machine learning and discover practical...
Source: Red Hat Developer Blog
Hadar Cohen, Ori Fridman, Itay Katav, Manna Kong, Ganesh Murthy, Peter Samouelian, Matan Talvi
2026-02-02 07:01
NVIDIA has introduced NVFP4-quantized versions of large language models (LLMs), enhancing their deployment efficiency. This new 4-bit format significantly reduces memory requirements while maintaining near-baseline accuracy, particularly in larger models. The NVFP4 format combines the compactness of low-precision quantization with floating-point arithmetic, making it suitable for large-scale inference. Key findings show that accuracy recovery improves with model size, making NVFP4 ideal for...
Source: Red Hat Developer Blog
Shubhra Pandit, Alexandre Marques, Dipika Sikka, Kyle Sayers
2026-01-29 15:01
🚀 Deploying an enterprise RAG chatbot with Red Hat OpenShift AI can enhance productivity by efficiently managing unstructured information. RAG connects LLM responses to a company’s knowledge base, ensuring accurate answers. This guide outlines the RAG quickstart, focusing on safe deployment, automated data ingestion, and scalable architecture. It supports multi-tenancy for various departments, ensuring data privacy and compliance. Explore how to set up this system and improve your...
Source: Red Hat Developer Blog
Saurabh Agarwal
2026-01-29 08:01
Transform your Kiali experience with OpenShift Lightspeed! 🌐 This article explores integrating the Kiali Model Context Protocol (Kubernetes MCP) server into Red Hat OpenShift Lightspeed. This setup equips the OpenShift Lightspeed AI with visibility into your service mesh, enhancing troubleshooting and configuration. Key steps include setting up your OpenShift cluster, deploying the MCP server, and configuring it to interact with OpenShift Lightspeed. Users can then query their mesh directly...
Source: Red Hat Developer Blog
Alberto Gutierrez
2026-01-29 03:01
🚀 Red Hat has upgraded its Auto-registration to version 2 for RHEL on AWS Marketplace, enhancing user experience. Key updates include: - **Anonymous Registration**: Users can now launch RHEL instances without linking a Red Hat account. - **Simplified Claiming**: Easily connect AWS and Red Hat accounts post-purchase for seamless system management. - **Direct CDN Access**: RHEL now defaults to the Red Hat CDN for faster updates and patches. Experience smoother onboarding and consistent access...
Source: Red Hat Developer Blog
Frank Liang
2026-01-28 13:56
Red Hat has transformed OpenShift installation by integrating AI into a conversational agent, simplifying the deployment process. This initiative began as an internal experiment, evolving into a tool that understands user intent and automates cluster installations. Key challenges included maintaining persistent memory and ensuring security during the interaction. Users can now engage directly with the assistant for a smoother experience, making complex installations more accessible. 💻🤖🔧✨...
Source: Red Hat Developer Blog
Rom Freiman, Eran Cohen
2026-01-28 07:01
🚀 In Kubernetes, developers often seek to expose custom ports beyond the usual HTTP/HTTPS. This includes ports for databases, SSH, and real-time applications. 🔧 The article explains how to create services supporting these nonstandard ports and expose them outside the cluster. Key service types like ClusterIP and LoadBalancer are highlighted for managing traffic effectively. 🌐 Learn about the role of MetalLB for on-premise setups and cloud deployments to facilitate external load balancing. For...
Source: Red Hat Developer Blog
Simon Delord
2026-01-28 03:01
🚀 AI code assistants are transforming development by aiding in writing, editing, and debugging code. These tools utilize large language models (LLMs) trained on extensive codebases to enhance productivity significantly. 🔍 Red Hat OpenShift Dev Spaces offers a robust cloud development environment that allows developers to work remotely with VS Code or Jetbrains IDEs. Key features include environment as code and quick onboarding, reducing common configuration issues. 🔒 When integrating AI...
Source: Red Hat Developer Blog
Mokhtar Alarhabi
2026-01-28 03:01
🔍 The first part of a two-part series explores performance testing in Identity Management (IdM) systems using encrypted DNS (eDNS). The study examines how IdM functions under high load with over 1,000 DNS requests per second, comparing traditional DNS over UDP and TCP with DNS over TLS (DoT). Key findings detail metrics like queries per second (QPS), latency, and resource use, with results visualized using Prometheus and Grafana. The article emphasizes the impact of encryption on performance...
Source: Red Hat Developer Blog
Josep Andreu Font, Ramon Gordillo Gutierrez
2026-01-27 14:26
🚀 Exciting updates for Red Hat OpenShift users! The developer preview for migrating OpenShift BuildConfig resources to Builds for Red Hat OpenShift using Crane is here. This open-source tool simplifies the migration of Kubernetes workloads, helping organizations modernize their build infrastructure. Key features include automatic conversion of BuildConfig resources, support for major source types, and the preservation of environment variables and build arguments. Note: This feature is in...
Source: Red Hat Developer Blog
Prateek Singh Rathore
2026-01-27 08:01
🚀 Ready to simplify your installation of Red Hat Developer Hub? The latest article guides you through a basic setup, making use of Helm charts or operators. It highlights the need for a namespace in Red Hat OpenShift and creating an OperatorGroup and subscription to get started. After installation, you can enhance guest user permissions for better experimentation. The article also touches on future integrations with GitHub and dynamic plug-ins. Explore more to streamline your enterprise...
Source: Red Hat Developer Blog
Joshua Canter
2026-01-26 14:23
🚀 Dive into the architecture of the recommender system's two-tower model with Red Hat OpenShift AI! This model simplifies the training pipeline by integrating with KFP and workflow managers like Argo Workflows. Key tasks include loading data, training models, and generating recommendations efficiently. Learn more about how engineers can optimize data sharing and pipeline performance. #AI #MachineLearning #RedHat #RecommenderSystems #OpenShiftAI
Source: Red Hat Developer Blog
Hadar Cohen, Ori Fridman, Itay Katav, Ganesh Murthy, Peter Samouelian, Matan Talvi, Manna Kong
2026-01-26 14:06
🚀 Discover Red Hat's AI quickstarts! These ready-to-run solutions simplify AI deployment on open-source infrastructure. The self-service agent quickstart focuses on automating IT processes using agentic AI on Red Hat OpenShift AI. The series will cover integrations with tools like Slack and ServiceNow, ensuring a smooth transition to production. 🔗 Learn more about our framework and how it can be adapted for various IT workflows! #RedHatAI #ITAutomation #OpenSource #TechInnovation #AIQuickstart
Source: Red Hat Developer Blog
Michael Dawson, Tommy Hughes, Linoy Bitan, Tomer Golan, Fabio Massimo Ercoli
2026-01-26 08:16
🔍 The Red Hat Security Data API offers an effective way to access CVE data for Red Hat products. This guide explains how to use curl and jq to retrieve and format this data easily. 📊 Users can fetch and structure CVE information in both readable text and CSV formats, enhancing data analysis. The API supports various filters for date, severity, and specific CVEs, making it adaptable for diverse security tasks. 💻 For implementation, ensure curl and jq are installed on your system. The guide...
Source: Red Hat Developer Blog
Suleiman Sadiq
2026-01-26 03:01
🚀 In enterprise IT, managing multi-homed servers can be challenging. The Red Hat Ansible Automation Platform (AAP) offers a solution by treating a fully-qualified domain name (FQDN) as the "identity" for streamlined inventory management. 📊 By structuring your inventory to reduce duplication, AAP allows for effective automation while maintaining a single host count. This approach simplifies network management and enhances reporting accuracy. 🔧 The article discusses using variables for...
Source: Red Hat Developer Blog
Phil Griffiths
2026-01-23 08:01
Red Hat OpenShift Dev Spaces is designed for single-cluster use, but it can operate in multi-cluster environments. By deploying instances in each cluster and using load balancers or DNS routing, organizations can enhance performance and reliability. 🌐 The devspaces-multicluster-redirector is an open-source routing service that directs users to the correct Dev Spaces instance based on their OpenShift group membership. This allows for efficient management of multiple instances, ensuring users...
Source: Red Hat Developer Blog
Ilya Buziuk
2026-01-22 08:01
Unlocking the potential of observability in OpenStack and OpenShift is crucial for high-performing organizations. The latest Red Hat OpenStack Services release introduces the Telemetry Operator, simplifying day-2 operations. It allows for customizable observability, offering unified dashboards to monitor your environment effectively. 📊 The Telemetry Operator collects various metrics, including infrastructure and control plane metrics, enhancing your monitoring capabilities. Expect more...
Source: Red Hat Developer Blog
Victoria Martinez de la Cruz, Simon Herlofsson
2026-01-21 07:16
The Open Virtual Network (OVN) has introduced transit routers (TRs) to simplify the deployment and configuration of routing across multiple availability zones (AZs). Previously, adding a transit router required manual management of logical routers and tunnel keys, which was prone to errors. With TRs integrated into OVN Interconnect, users can now configure routers across AZs without the hassle of manual input. 🌐 The OVN Interconnect feature connects multiple OVN deployments using shared...
Source: Red Hat Developer Blog
Mairtin O'Loingsigh
2026-01-21 07:16
📢 Red Hat OpenShift 4.19 and later now supports BGP routing through Free Range Routing (FRR), enhancing network reliability for daily application onboarding. The FRR daemonset runs on every node, allowing platform administrators to expose internal networks to external systems efficiently. 🌐 Organizations can achieve improved workload connectivity, traffic isolation, and rapid network convergence. For proper setup, ensure your cluster runs OpenShift 4.20 or later and enable FRR capabilities....
Source: Red Hat Developer Blog
Jatan Malde, Abhijeet Sadawarte
2026-01-21 07:16
🛠️ This article discusses two valuable troubleshooting methods for Red Hat OpenShift and middleware issues: Fault Tree Analysis (FTA) and the PIOSEE framework. FTA helps identify root causes by systematically eliminating potential failure components. It's widely used in various industries, including aviation. 🛩️ The PIOSEE framework (Problem, Information, Options, Select, Execute, Evaluate) is designed for urgent production environments, enabling quick decision-making. Additionally, AI tools...
Source: Red Hat Developer Blog
Francisco De Melo Junior, Alexander Barbosa Ayala
2026-01-20 14:00
Discover how to build an AI-driven product recommender with Red Hat OpenShift AI! Recommender systems enhance user experience across industries by efficiently matching products with consumer needs. This article explores Red Hat's AI quickstart, which guides engineers in integrating machine learning models, semantic search, and automated review summarization. Stay tuned for part 2 on model architecture! 🚀🛠️ #AI #MachineLearning #RedHat #OpenShift #ProductRecommendations
Source: Red Hat Developer Blog
Hadar Cohen, Ori Fridman, Itay Katav, Ganesh Murthy, Peter Samouelian, Matan Talvi
2026-01-20 14:00
🚀 Discover how to deploy an Oracle SQLcl MCP server on a Red Hat OpenShift cluster! This guide walks you through securing the server and utilizing it with the OpenShift AI platform for real-world AI applications. Integrate with Oracle's tools and connect agentic AI apps to an Oracle 23ai data warehouse. The demo showcases how to convert natural language prompts into SQL transactions, enhancing data interaction for users. For more details, check out the full article! #Oracle #OpenShift #AI...
Source: Red Hat Developer Blog
Yuval Turgeman, Sharon Dashet
2026-01-20 14:00
Transform complex metrics into actionable insights with the new AI Observability Metric Summarizer! This tool simplifies monitoring AI infrastructure, allowing users to ask questions in natural language and receive clear answers about GPU performance and model efficiency. Key features include context-aware analysis, intelligent correlation of metrics, and predictive insights to prevent issues before they arise. Empower your teams with accessible, actionable data to drive informed decisions!...
Source: Red Hat Developer Blog
Twinkll Sisodia
2026-01-19 08:16
🔍 Dive into the details of the Software Catalog and Templates in Red Hat Developer Hub. This article explores how components are structured, including common fields and metadata essential for effective organization. It highlights the importance of tags, annotations, and the relationship between components, resources, and APIs. For developers looking to enhance their workflow, understanding these elements is crucial. Learn more about how Red Hat Developer Hub can optimize your software...
Source: Red Hat Developer Blog
Joshua Canter
2026-01-16 07:16
🚀 Exciting updates in LLM Compressor 0.9.0! This release introduces features like attention quantization support, a new model_free_ptq pathway, and experimental MXFP4 support. It also enhances existing compression functionalities with batched calibration for improved runtime. Key updates include: - Refactored KV cache quantization - New AutoRound quantization modifier - AWQ updates for broader quantization schemes Explore the latest features and improvements! 🔍 #LLMCompressor #Quantization...
Source: Red Hat Developer Blog
Kyle Sayers, Charles Hernandez, Dipika Sikka, Brian Dellabetta
2026-01-15 08:00
🚀 A recent article explores the performance of OpenShift Container Platform 4.20, focusing on the Telco Core Reference Design and data plane workloads. The study compared three networking configurations: OVN-Kubernetes, MACVLAN, and SR-IOV, assessing their stability and throughput under varying control plane churn rates. Results showed SR-IOV and MACVLAN provided the highest throughput with minimal impact, while OVN-K experienced significant degradation. Notably, pod readiness latency...
Source: Red Hat Developer Blog
Simone Ferlin-Reiter, Raviteja Sahukari
2026-01-15 08:00
🚀 Introducing the Dynamic Plug-ins Factory for Developer Hub! This new tool simplifies the Backstage plug-in build process by allowing platform engineers to define build parameters with configuration files, eliminating the need for complex setups. No more Node.js or Yarn needed—just a container engine like Podman or Docker. This factory ensures clean, reproducible builds every time! 🛠️ Explore how to set up and use this innovative tool in the full article. #DeveloperHub #Backstage #Plugins...
Source: Red Hat Developer Blog
Evan Shortiss
2026-01-14 08:01
🚀 Exciting news for Java developers! With the release of Cryostat 4.1, you can now perform advanced diagnostics on Java applications in Red Hat OpenShift and Kubernetes. This version allows you to capture, archive, and download both thread and heap dumps for better troubleshooting. Thread dumps provide insights into running threads, helping identify performance issues and deadlocks. Heap dumps capture memory usage, aiding in diagnosing memory leaks and related problems. To get started, visit...
Source: Red Hat Developer Blog
Joshua Matsuoka
2026-01-14 07:16
Managing system vulnerabilities can be a complex challenge for IT security teams. The new Red Hat Lightspeed Model Context Protocol (MCP) simplifies this process by integrating AI capabilities. With MCP, security professionals can use natural language prompts for tasks like risk assessments and remediation planning. This allows for faster, more accurate workflows without the need for deep technical knowledge. The MCP connects large language models to Red Hat services, enabling users to...
Source: Red Hat Developer Blog
Samiksha Saxena