2026-08-03 07:01
Explore the benefits of multitenant AI inference using dynamic resource allocation (DRA) on OpenShift! 🚀 This approach combines DRA with NVIDIA's Multi-Instance GPU (MIG) technology, allowing multiple AI workloads to operate on a single GPU without performance interference. Learn how to run two Llama 3.1 8B inference services concurrently on one NVIDIA H100 GPU, optimizing resource use and reducing costs. 💡 #AI #OpenShift #GPU #CloudComputing #ResourceOptimization
Sai Ramesh Vanka
2026-07-31 00:00
AI code completion has evolved, integrating human review into the development process. However, agentic AI changes this model, allowing agents to perform actions without direct human oversight. This shift raises important questions about governance, including what actions agents can take and how to track them. Research shows that 73% of developers worry about code maintainability and 86% believe clear governance is essential to avoid technical debt. The article offers a governance framework...
Julie Griffin
2026-07-30 15:00
🌐 Cisco Nexus Hyperfabric simplifies the process of building a network fabric. By following a series of straightforward steps, IT teams can efficiently deploy scalable fabrics. The process includes logging into a cloud-managed portal, designing a fabric blueprint, generating a bill of materials, and on-site deployment. Nexus Hyperfabric automates configuration tasks, reducing complexity and enabling management with minimal expertise. For a detailed guide on fabric deployment, check out the...
David Keith
2026-07-30 15:00
Room & Board transformed their network management by embracing wireless technology and AI. Senior Network Engineer Mark Rodrigue shared how they shifted from cables to a self-managing system, reducing the need for constant oversight. With cloud management and AI tools, their network now handles itself, allowing the team to focus on business growth instead of micromanaging. Discover more in the full podcast! 🎧🌐 #NetworkManagement #WirelessTechnology #AI #CloudSolutions #TechInnovation
Patricia Costa
2026-07-30 07:01
Unlock GPU efficiency with Red Hat OpenShift AI! 🚀 The latest version introduces llm-d flow control, optimizing model serving for multiple users. This feature prioritizes requests, ensuring critical workloads get served first, thus maximizing GPU use and protecting service levels. Key benefits include reduced hardware costs and consistent performance under heavy loads. Flow control is ideal for multitenant applications and safeguarding essential services from noisy-neighbor issues. Explore...
Will Parker
2026-07-30 03:01
🚀 Understanding behavioral testing for AI agents is crucial for ensuring their functionality. Traditional unit tests may pass, but they don’t catch behavioral failures. An agent can function correctly yet make incorrect decisions, such as calling the wrong tools or leaking PII. Behavioral testing focuses on observable agent actions, ensuring correct tool selection and response content. It complements agent evaluation, which assesses the quality of responses. Key components include golden...
Andrew Donheiser
2026-07-29 16:46
🚀 Deploying an AI coding assistant in regulated environments presents key challenges, including network restrictions and supply-chain risks. This tutorial outlines how to self-host a validated coding assistant using NVIDIA infrastructure. You'll learn to set up a StarCoder2-7B NIM endpoint and implement NVIDIA NeMo Guardrails for policy enforcement. Key prerequisites include an NGC API key and a compatible NVIDIA GPU. The tutorial emphasizes a modular design, allowing teams to adopt...
Tanya Lenz
2026-07-29 16:18
Unlock the power of deep learning with PyTorch! 🌟 In a recent tutorial by Naa Ashiorkor, discover how this open-source framework enables developers to build and deploy AI models efficiently. PyTorch’s ease of use and strong community support make it a top choice in both research and industry. Learn to create your first PyTorch model using the MNIST dataset and explore core features like dynamic computation graphs. Join the growing community of data scientists leveraging PyTorch for innovative...
Evgenia Verbina
2026-07-29 11:28
🔐 APIs are common targets for cyber threats, making their security crucial. This article introduces OAuth 2.0 and JSON Web Tokens (JWT) as effective solutions for securing APIs without sacrificing usability. OAuth 2.0 manages delegated authorization, while JWTs act as secure tokens that verify identity and carry claims about users. The tutorial focuses on securing Spring Boot APIs, with a mention of an upcoming guide for Ktor users. #APISecurity #OAuth2 #JWT #SpringBoot #Cybersecurity
Alina Dolgikh
2026-07-28 15:34
Understanding the importance of materials in sustainability is crucial as digital infrastructure demand rises. 🌍 Materials impact both the environment and human rights. Responsible sourcing involves assessing working conditions, energy use, and emissions throughout the global supply chain. By focusing on materials, businesses can enhance resilience and adapt to regulatory trends around traceability. 🔄 #Sustainability #BusinessResilience #ResponsibleSourcing #HumanRights #DigitalInfrastructure
Maria Gorsuch-Kennedy
2026-07-28 07:01
🚀 Discover how to build a distributed retrieval-augmented generation (RAG) pipeline with Ray Data on OpenShift AI! This new approach tackles the limitations of traditional document processing by enabling parallel execution of parsing, embedding, and storage stages. 📄🔗 Learn how to optimize performance, reduce idle GPU time, and efficiently manage resources using Ray Data's streaming execution. Check out the full example and get started today! #RayData #OpenShiftAI #RAGPipeline...
Ana Biazetti, Bryan Keane, Saad Zaher
2026-07-28 07:01
🔍 Discover the advancements in fine-tuning large language models (LLMs) with Orthogonal Subspace Fine-Tuning (OSFT). Traditional methods like Supervised Fine-Tuning (SFT) and Low-Rank Adaptation (LoRA) often lead to "catastrophic forgetting," where models lose existing skills while learning new tasks. OSFT addresses this by protecting a model's current capabilities during training. In tests, OSFT significantly improved performance, achieving 48.4% accuracy on diverse tasks compared to 23%...
Oleg Silkin
2026-07-27 11:02
🚀 C and C++ migrations to Rust are gaining traction as teams seek improved memory safety and reduced maintenance costs. In a recent livestream, experts discussed the importance of incremental migration rather than complete rewrites. Starting with isolated modules can help integrate Rust into existing systems smoothly. For more insights, check out Mainmatter’s resources on migration strategies and Rust education. #Rust #CtoRust #SoftwareMigration #MemorySafety #TechTrends
Irina Mihajlovic
2026-07-27 07:38
Unlock the power of Reverse Engineering with Hibernate 7.4 and IntelliJ IDEA! 🔍 This approach generates Java persistence artifacts like entity classes from existing database schemas, making it ideal for legacy systems and large projects. With Hibernate 7.4, core tools are now integrated into the Hibernate repository for easier access via Maven and Gradle. IntelliJ IDEA also enhances this process, offering features to generate JPA entities and database migrations. Explore the capabilities of...
Siva Katamreddy
2026-07-27 07:01
🚀 Red Hat OpenShift is enhancing user experience with customizable dashboards designed for specific workflows. Out-of-the-box monitoring dashboards provide a baseline, but the new design allows users to tailor metrics to their needs. 🔍 Key challenges addressed include context switching between tools, data silos, and the need for role-specific views. The new drag-and-drop grid system empowers users to arrange metrics for better correlation. 📊 The Red Hat build of Perses offers diverse...
Foday Kargbo
2026-07-27 07:01
Integrating coding agents into workflows requires proper context for optimal results. The recent specifications AGENTS.md and Agent Skills aim to standardize this process. AGENTS.md acts as a project guide, detailing installation, tools, and documentation locations. It enhances coding agents' efficiency by providing a centralized context file. Best practices emphasize concise information—limit to under 150 lines to avoid performance issues. Review auto-generated contexts and use AGENTS.md as...
Dejan Bosanac
2026-07-27 03:00
Unlock the potential of Logical Volume Manager (LVM) with shared storage! LVM is essential for managing storage in Linux environments, especially when using Storage Area Networks (SAN). It allows for dynamic allocation of shared storage among multiple hosts, enhancing resource management. Key concepts include Physical Volumes (PV), Logical Volumes (LV), and Volume Groups (VG). Recent updates improve LVM's performance in SAN settings, ensuring data integrity through effective locking...
David Teigland
2026-07-25 16:00
Building effective service architecture is crucial for operational resilience. When alerts come in, teams must quickly answer: What broke? What depends on it? Who owns it? Clear service mapping helps streamline incident response and minimize disruptions. Key steps include starting with customer-facing services and then mapping the supporting technical services. This approach ensures efficient incident management and quicker recovery. #ServiceArchitecture #OperationalResilience...
Debora Cambe
2026-07-23 17:00
🚀 Nigeria's digital economy is on the rise, with the ICT sector playing a vital role in growth and innovation. Cisco Networking Academy is addressing the skills gap by providing essential digital training. Over 1 million learners have benefited, enhancing career opportunities and promoting economic development. Continued investment in digital talent is crucial for Nigeria's future. #DigitalSkills #Nigeria #CiscoNetworkingAcademy #EconomicGrowth #Inclusion
Passant AbdelHalim
2026-07-23 16:00
Unlock the power of customization with NVIDIA Nemotron 3 Nano! 🖥️ This article highlights how developers can tailor models to specific use cases, despite challenges like infrastructure and expertise. The NVIDIA Nemotron 3 family, paired with Prime Intellect Lab, simplifies this process. In just five minutes, you can set up a customized model using hosted reinforcement learning. The tutorial guides you through the process with a simple Python Math example. #NVIDIA #AI #Customization...
Michelle Horton
2026-07-23 09:49
Understanding code coverage is essential for development teams. It measures the percentage of code executed by automated tests, impacting software quality and release confidence. 📊 This article explores key metrics like line and branch coverage and suggests tools such as Qodana and JaCoCo for effective measurement. Aiming for around 80% coverage is a common target, but perfection isn't always feasible. To enhance coverage, prioritize risky modules and integrate coverage checks into your CI/CD...
Kerry Beetge
2026-07-22 03:01
🚀 Push container images to Quay without using passwords! You can enhance your GitHub Actions workflow by utilizing OpenID Connect (OIDC) for keyless authentication. This approach allows for secure, ephemeral tokens, reducing the need for long-lived secrets. 🔑 In three simple steps: 1. Create a robot account in Quay. 2. Configure robot federation with GitHub's OIDC. 3. Use the OIDC token in your GitHub Actions workflow. This method streamlines your software shipping process and improves...
Ken Dreyer
2026-07-22 00:00
🚀 Modernizing Java from 8 to 21 involves multiple components like builds, dependencies, and runtime behavior. Cursor, an AI coding agent, helps tackle specific issues, while GitLab's Duo Agent Platform manages workflows and ensures safety through code reviews and CI/CD processes. In this tutorial, learn how to fix failing tests, set quality gates, and modernize HTTP connections using Cursor and GitLab. #Java #GitLab #AI #SoftwareDevelopment #Modernization
Michael Friedrich
2026-07-21 15:24
Unlock AI's potential with agent skills! 🤖✨ Now, network engineers can teach AI their workflows directly in the CLI, no coding needed. By connecting tools through MCP, you can automate repetitive tasks while staying in control. Agent skills allow you to document your expertise once, enabling your AI to handle tasks efficiently and effectively. Discover how to streamline your work today! #AI #NetworkEngineering #Automation #TechSkills #Cisco
Kareem Iskander
2026-07-21 15:00
Organizations are investing in AI agents, but many still rely on outdated Wi-Fi networks. A recent report highlights the need for modernized infrastructure to support AI-driven growth. Executives believe that 80% of companies must adapt by 2027 to remain competitive, with 96% agreeing on the necessity of high-performing networks. To harness AI's full potential, IT leaders must prioritize infrastructure upgrades. 📈💻 #AI #Networking #DigitalTransformation #BusinessGrowth #TechInnovation
Amrit Nijjer
2026-07-21 07:16
Simplifying GitOps workflows is now easier with MCP in OpenShift Lightspeed! 🚀 By integrating GitHub and incident detection MCP servers, developers can monitor workloads, detect issues, and push fixes seamlessly. This unified approach reduces the need to switch between tools, enhancing efficiency. The article outlines steps to set up these MCP servers and how they streamline incident management through AI. Learn more about transforming your workflow! 💻🔧 #GitOps #OpenShift #DevOps #MCP #AI
Diego Alvarez Ponce
2026-07-21 00:00
🌐 Higher education is evolving towards an "ultra-intelligent" model, emphasizing seamless digital experiences for students and staff. 📊 Many universities struggle with data silos that hinder collaboration and insights. A unified data platform can help bridge these gaps, providing a comprehensive view of institutional operations. 🔍 Embracing this holistic approach is vital for enhancing security and governance in data management. #HigherEducation #DataAnalytics #DigitalTransformation #AI...
Oksana Abramovych
2026-07-20 07:01
🚀 Discover the power of computer use with AI agents! This technology allows AI to interact with software like a human, automating tasks such as data management and application control without manual input. Learn how to set up local models and use open-source tools like Hermes to keep your data secure and efficient. Explore the potential of AI in your daily tasks! 🌟💻 #AI #Automation #TechInnovation #OpenSource #ComputerUse
Cedric Clyburn
2026-07-20 00:00
🚀 Exciting news for GitLab users! The new "Work item created" trigger in the Duo Agent Platform automates work item assignment, instantly triaging tasks as they are created. This eliminates the need for manual assignment and enhances workflow efficiency. 🔍 The trigger evaluates team workloads and assigns tasks automatically, ensuring balanced distribution—no more delays or busywork! Learn more and watch the demo to see it in action! #GitLab #Automation #ProjectManagement #WorkEfficiency...
Cesar Saavedra
2026-07-17 13:00
In the article "Why every AI agent decision needs a receipt," the importance of thorough data analysis for AI agents is discussed. Conversion-rate alerts can indicate issues, but simply retrieving logs may not provide the full picture. Essential metrics need to be computed accurately to understand the impact of pricing changes and other variables like page load times. 📊 The article emphasizes creating a bounded evidence packet that includes complete data context, timestamps, and metrics...
Manveer Chawla
2026-07-16 18:23
🚀 Setting up a staging environment on Heroku is essential for smooth deployments. It allows you to test code in an environment that's nearly identical to production, reducing bugs before they affect users. 🔧 Start by creating a pipeline and linking your staging app. This setup helps you intercept updates and test code without impacting the live environment. 📊 Remember, a well-structured pipeline can lower your Change Failure Rate, ensuring a more reliable deployment process. #Heroku...
Andy Smith
2026-07-16 16:03
Unlocking the potential of video analytics in enterprises involves integrating AI agents into existing workflows. 🤖 The article discusses the challenges of merging video systems with tools like content management and messaging platforms. It highlights NVIDIA NemoClaw, which supports context-aware analysis and enables actionable insights from video data. Key features include generating structured reports and building multi-step workflows that enhance business processes. Learn about NVIDIA...
Tanya Lenz
2026-07-16 00:00
🚀 Elastic emphasizes the importance of authenticity in the interview process. While AI can assist with organizing thoughts and refining applications, it should not replace your unique experiences and skills. Remember, it's about showcasing *you*! For fairness, Elastic uses AI monitoring tools to ensure honesty in applications. #JobSearch #AI #Authenticity #Elastic #HiringProcess
Elastic Culture
2026-07-15 07:01
Unlock the potential of AI coding assistants by running Claude Code locally with vLLM and OpenShift AI! 🚀 This setup allows developers to maintain privacy and avoid token limits while leveraging open-source models. With Red Hat's validated models, you can easily benchmark performance tailored to your needs. Learn how to deploy your model and connect it to Claude Code for a seamless coding experience. #AI #Coding #OpenSource #DevTools #RedHat
Cedric Clyburn
2026-07-15 03:15
🔍 The article discusses the Automotive Stream Distribution (AutoSD) and its focus on verified boot for Linux in vehicles. 🔑 Verified boot ensures only authorized code runs during the boot process, preventing unauthorized tampering. ⚙️ Two main boot methods are supported: Android Verified Boot (aboot) and UEFI, each with unique processes for validation and execution. 📄 The article also outlines tools and workflows for signing and sealing boot images, which enhance security. Read more to...
Alexander Larsson
2026-07-14 18:20
🌟 The NVIDIA Nemotron Model Reasoning Challenge engaged over 5,000 participants to explore techniques for enhancing AI reasoning accuracy. Teams utilized LoRA adapters and created synthetic datasets while sharing insights through discussions. Key strategies included validating training traces and developing targeted solvers. The challenge's structure emphasized practical workflows and efficient use of resources, revealing valuable lessons for improving reasoning performance. #AI #Kaggle...
Elizabeth Goodman
2026-07-14 16:00
🚀 AI agents are transforming machine learning workflows by autonomously managing tasks like code inspection, experiment launches, and result analysis. In autoresearch, led by Andrej Karpathy, these agents automate AI model training. They translate goals into code, test hypotheses, and provide insights to researchers. This new approach utilizes NVIDIA NeMo and showcases capabilities like full-stack autonomy and goal-driven experimentation. #MachineLearning #AI #ReinforcementLearning #NVIDIA...
Tanya Lenz
2026-07-14 16:00
Unlock the power of AI with NVIDIA Cosmos 3! 🚀 This article explores how autonomous coding agents can enhance vision reasoning models beyond 90% accuracy with minimal manual input. By integrating NVIDIA Cosmos 3 with TAO agent skills, developers can streamline tasks like data formatting and hyperparameter tuning. The results are impressive: using Low-Rank Adaptation, accuracy improved from 54.41% to 87.14% in one run! With TAO AutoML, peak accuracy reached 93.35%, completing what once took...
Tanya Lenz
2026-07-13 12:00
AI has become an integral part of my daily workflow, enhancing speed and learning in engineering tasks. 🚀 At Webflow, we're exploring AI's role beyond code generation, focusing on how it can provide context and reduce friction in product development. However, AI hasn’t eliminated challenging tasks. The review process and understanding outputs still require significant effort. The key tradeoff lies in the initial speed versus the thoroughness needed afterward. #AI #Engineering #Productivity...
Laureano Gonzalez
2026-07-13 07:01
🚀 Red Hat Satellite introduces the multi-CV feature, streamlining host content management for system administrators. This update allows direct assignment of multiple content views (CVs) to hosts, reducing the complexity of traditional composite content views (CCVs). By simplifying the publication process, it enhances efficiency and flexibility in software distribution. Explore how multi-CV can transform your management approach! 📊✨ #RedHat #SystemAdministration #ContentManagement #TechUpdate...
Matthew Yee