Articles by Category: Educational

Run GPU-Powered Black Hole Interferometry with NVIDIA cuPhoton

2026-11-13 21:17
Imaging black holes presents significant challenges due to their distance and size. For instance, M87* has an observed ring measuring just 42 microarcseconds. 📷 The Event Horizon Telescope (EHT) uses 13 radio observatories worldwide, employing very-long-baseline interferometry (VLBI) to capture radio emissions from superheated gas. This method helps reconstruct detailed images of black holes. 🌌 The next-generation EHT (ngEHT) aims to enhance image quality and monitor black holes over time....
Akhilesh Mishra

Run Native DLA Inference in Python on NVIDIA Jetson AGX Orin Using cuDLA

2026-11-13 18:57
Unlock the power of NVIDIA Deep Learning Accelerator (DLA) on Jetson AGX Orin! 🚀 This article outlines how DLA enhances AI applications at the edge by offloading inference from the GPU, improving power efficiency. The cuDLA API allows developers to manage DLA execution directly in Python, simplifying the integration process. 🐍 Learn about the inference lifecycle with a hands-on image classification example, covering device creation, model loading, and execution management. Explore how DLA and...
Nikshay Shrivastava

When One GPU Isn’t Enough: Serving GLM-5.3 Across Two NVIDIA DGX Stations with vLLM

2026-11-13 17:00
🚀 Running large models like GLM-5.3 locally requires significant GPU memory. Two NVIDIA DGX Stations linked via ConnectX-8 RDMA can serve one model with tensor parallelism to split weights and computation. This setup allows for efficient processing of 753 billion parameters while maintaining all model weights accessible. Learn how to set up this system and measure performance under load! 📊 #NVIDIA #MachineLearning #AI #TensorParallelism #GLM5.3
Fatima Fall

Here’s how to teach AI agents to search like human experts

2026-11-13 14:50
🌟 The topic of agentic retrieval is gaining attention as companies strive to automate work. However, many are not fully prepared for this transition. Simply deploying an AI agent without proper data organization can lead to ineffective results. To effectively utilize AI agents, businesses need to enhance their data management strategies. For insights, join The New Stack’s live discussion with Jenny Morris from Vespa.ai on December 2. #AI #Automation #DataManagement #AgenticRetrieval #Webinar
Alex Wilhelm

Migrate BuildConfigs to builds for Red Hat OpenShift with one plug-in install

2026-11-13 13:02
Red Hat OpenShift has been using BuildConfigs for container image creation. The new Builds feature offers a Kubernetes-native approach based on Shipwright. This method allows for builds to run without root privileges and supports Buildah and source-to-image (S2I) strategies. Migrating BuildConfigs manually can be slow and prone to errors. #RedHat #OpenShift #Kubernetes #Containerization #DevOps 🚀📦🔧
Prateek Singh Rathore

Skills-to-Jobs: A Strategic Career Ecosystem to Close the Gap

2026-11-12 23:00
Cisco Networking Academy is marking 25 years in Panama, focusing on bridging the digital divide. The initiative connects learners with career opportunities through three innovative platforms. Partnerships with indigenous communities highlight its commitment to enhancing technical education standards. #DigitalInclusion #CareerDevelopment #CiscoNetworkingAcademy 🌍💻📈
Telethia Willis

Turn Jira tickets into GitLab merge requests with Duo Agent Platform

2026-11-12 00:00
🚀 Many teams utilize Jira for planning and GitLab for shipping. A new tutorial introduces a way to streamline this process using the GitLab Duo Agent Platform. By adding a Jira agent to Duo Agentic Chat, teams can find, create, and update tickets without switching platforms. 🔄 Simply use the /goal command to hand off tickets to Developer Flow for automatic merge request creation. To get started, ensure you have GitLab Premium or Ultimate, and follow the setup steps outlined in the tutorial. 📋...
Source: GitLab Blog
Itzik Gan Baruch

How to prevent leaks from Claude Code's 'Don't ask again' file

2026-11-11 00:00
🔍 Discover how to prevent leaks from Claude Code's file on GitLab! This guide explains steps to find and remove secrets that were unintentionally committed. Key measures include updating .gitignore and implementing push rules to block sensitive files. For developers, it’s crucial to assess and clean affected projects to safeguard sensitive information. 💻🔐 #GitLab #CyberSecurity #ClaudeCode #DataProtection #DevOps
Source: GitLab Blog
Daniel Abeles

Debugging Rust in 2026

2026-11-10 10:57
Debugging in Rust remains a challenge, with 53.2% of users not utilizing debuggers. Many prefer print statements for their simplicity, as 81.3% find them faster. The 2026 Rust debugging survey shows an increase in debugger use from 36% in 2021 to 46.8%. Users still struggle with setup and features like async and macros. Techniques like `println!` and tools such as rust-gdb or rust-lldb are available to aid debugging. For further insights, check out the full article! 🦀🔧💻 #RustLang #Debugging...
Orhun Parmaksiz

Debug Unity Builds From Rider With the TeamCity CLI and MCP

2026-11-10 10:51
At GameDev Day 2026, Artem Rokhin from TeamCity showcased how to resolve CI issues in Unity using the TeamCity CLI and MCP integration. He demonstrated a case where a Unity game passed the build but was missing its background when deployed. By inspecting the logs via the CLI, he identified an incorrect build parameter. After fixing it, he utilized an AI agent for further assistance. To replicate this workflow, ensure you have the necessary tools, including a Unity project in Rider, a TeamCity...
Olga Bedrina

Make a Robot Arm Feel Weightless with NVIDIA Holoscan 5

2026-11-09 19:09
Introducing NVIDIA Holoscan 5, a cutting-edge platform for robot arm control. It enables gravity compensation, allowing for intuitive guidance of robotic arms. This method relies on precise calculations of the robot's dynamics, essential for effective operation. Holoscan SDK simplifies integration, supporting low-latency control and high-throughput perception without rewriting existing code. Developers can easily add perception capabilities and inspect performance in real-time. Explore how...
Elizabeth Goodman

On-demand screen context in Red Hat Developer Hub intelligent assistant

2026-11-09 15:32
🚀 Developers often face challenges when dealing with deployment errors or plugin configurations. The article highlights the time-consuming process of copying and pasting context to get help from AI assistants. It emphasizes the manual steps required to provide necessary information, such as inspecting the DOM and pasting markup. The Red Hat Developer Hub aims to improve this experience with its intelligent assistant. #RedHat #DeveloperTools #AI #SoftwareDevelopment #TechUpdates
Lucas Yoon

How to design a decision-grade pilot for agentic AI

2026-11-09 00:00
Agentic AI is transforming technology evaluations by enabling systems to make decisions and execute actions autonomously. To design a decision-grade pilot, start with a clear decision that defines the workflow, users, autonomy levels, and success criteria. Evaluate the agent’s ability to complete tasks effectively and reliably, rather than just its output. It's crucial to define the proposed autonomy levels and measure overall workflow success, ensuring controls and risks are addressed. This...
Source: GitLab Blog
Nina Sesti

How we review 4x more AI code without reading every line

2026-11-07 17:30
Are you unsure if you need to read every line of AI-generated code? A recent article highlights a more efficient approach. Instead of line-by-line reviews, focus on five key areas: intent behind changes, acceptance criteria, invariants, decision-making, and evidence of functionality. At Aviator, this shift allowed engineers to merge 4x more pull requests and reduce median merge time significantly. The emphasis is on decision-making by humans while letting machines handle rule checks. This...
Ankit Jain

Speed Up Image Generation with FLUX 3 Image Klein on NVIDIA Blackwell GPUs

2026-11-06 22:20
🚀 Developers are addressing inference latency in image generation with FLUX 3 Image Klein from Black Forest Labs. This model is optimized for NVIDIA Blackwell GPUs, enhancing efficiency in design tools and workflows. The tutorial explores how to configure FLUX 3 in NVIDIA TensorRT LLM VisualGen, utilizing optimizations to improve generation speeds significantly. Key results show up to 3.46x faster text-to-image and 4.45x faster image-to-image generation. Detailed deployment instructions and...
Olivia Stoner

AI agents are getting more complex. Developers shouldn’t have to babysit them.

2026-11-06 19:35
AI agents are evolving to become more autonomous, reducing the need for constant oversight from developers. Advancements in harness engineering allow agents to self-correct and complete longer tasks with minimal human intervention. This shift enables multiple agents to operate efficiently without conflicts. Vanitha Kumar from Thoughtworks emphasizes that effective harness engineering involves ensuring agents perform correctly the first time and can self-correct. However, increased autonomy...
Kimberly Fessel

Java Annotated Monthly – November 2026

2026-11-06 08:07
📅 October was a busy month in the Java community, packed with JDK updates, tutorials, Kotlin news, and AI innovations. This edition features Piotr Przybył, a Java Champion and Senior Developer Advocate at Elastic. He discusses the upcoming Java 28, highlighting key changes like Structured Concurrency and a new Simple JSON API. Stay informed and explore the latest Java developments! 🚀💻 #Java #Programming #SoftwareDevelopment #JDK #Kotlin
Irina Mariasova

AI failures threaten incident management: Here are 4 ways to avoid them.

2026-11-05 17:00
AI is increasingly integral to incident management, enhancing detection and response times. However, it also introduces unique risks, like unpredictable failures and cascading errors across services. To mitigate these risks, organizations should focus on: 1. **Deploying guardrails** to enforce policies and limit risks. 2. **Using AI agents** to monitor and respond to incidents effectively. By addressing these areas, organizations can enhance their AI operations and minimize potential...
João Freitas

Bridging the Digital Divide: 25 Years of Empowerment in Panama

2026-11-05 15:00
🎉 Cisco Networking Academy is marking 25 years in Panama! The program has made significant strides by partnering with indigenous communities and setting new standards in technical education. Through these efforts, they are effectively bridging the country's digital divide, one certification at a time. #DigitalSkills #CiscoAcademy #Panama #Education #Empowerment
Rebeca De La Vega

dotInsights | November 2026

2026-11-05 10:19
🚀 Did you know that F# Units of Measure can verify dimensional calculations at compile time? This feature enhances reliability without affecting runtime performance. Welcome to dotInsights by JetBrains, your go-to source for the latest .NET and software development news. Check out insights on AI coding, Azure Functions, GDPR implications, and more from leading experts in the field! #dotNet #SoftwareDevelopment #JetBrains #FSharp #AI
Rachel Appel

How NVIDIA Uses AI Agents to Streamline AI Factory Operations

2026-11-04 22:00
NVIDIA has introduced the AI Factory Operations Agent to enhance its DGX SuperPOD operations. This tool aims to reduce manual tasks for site reliability engineers (SREs) by consolidating performance monitoring into a single interface. Using specialized agents for different operational areas, it detects failures and offers actionable recommendations through a chat interface. SREs can interact naturally and track all actions for audit purposes. The framework is built on NVIDIA's blueprints,...
Shara Tibken

How to Use AI for Rust Development: Lessons From an OpenAI Engineer

2026-11-04 17:09
🚀 AI can enhance Rust development by improving code accuracy. Predrag Gruevski from OpenAI emphasizes using AI not just to write code but to ensure its correctness. In a recent RustRover livestream, he shared practical advice on assessing code risk and effectively prompting AI coding agents. Focus on high-risk code that could cause significant issues if incorrect. Use AI for low-stakes tasks and pay close attention to logic that others depend on, especially in unsafe code sections. Check out...
Irina Mihajlovic

Use NVIDIA NeMo to Turn Agent Failures into Tests and Harness Fixes

2026-11-04 16:00
🚀 Learn how to enhance your AI agents with NVIDIA NeMo! This article guides you through turning production evidence into prioritized issues and effective evaluations. It highlights the importance of optimizing prompts, tools, and workflows to improve agent performance. Follow a complete optimization cycle using NVIDIA NeMo Compass and Eval Author to identify and fix agent failures. Explore the full tutorial on GitHub for a hands-on experience! 🛠️💻 #NVIDIA #AIOptimization #MachineLearning...
Patrick Moorhead

How Kueue schedules Spark jobs fairly on Red Hat OpenShift AI

2026-11-04 13:16
Discover how Kueue efficiently schedules Spark jobs on Red Hat OpenShift AI! The article explores the collaboration between Kueue and the Spark Operator, detailing how they divide workloads effectively. It also provides insights on setting up this integration for better job management. For those looking to enhance their Spark job scheduling, this is a must-read! 🔧📊 #RedHat #OpenShift #Spark #Kueue #AI
Vedant Deshpande

JetBrains Foundation to discontinue new scholarships at Constructor University starting in 2027

2026-11-04 10:04
📢 JetBrains Foundation has announced the discontinuation of new scholarships at Constructor University starting in 2027. This decision is part of a shift in their business direction and aims to better align educational initiatives with their priorities. Current scholarship recipients will retain their benefits until graduation, and JetBrains will continue to support existing educational programs like Math, AI, and Coding Clubs. For updates on admissions and new opportunities at Neapolis...
Alena Gupaisova

JBoss EAP clustering in OpenShift: KUBE_PING discovery

2026-11-03 14:01
Learn about KUBE_PING discovery for clustering in Red Hat JBoss EAP 7 and 8 on OpenShift 4. This is the second part of the blog series, which builds on the first part that covered DNS_PING configuration. Stay tuned for more insights! 🌐🔍 #JBossEAP #OpenShift #Clustering #RedHat #KUBEPING
Francisco De Melo Junior, Alexander Barbosa Ayala

How to run I/O workloads on OpenShift Virtualization VMs

2026-11-03 14:00
Discover the updated guide on running I/O workloads on OpenShift Virtualization VMs! This article outlines the latest containerized FIO test harness and automated VM provisioning workflows. It serves as a resource for developers looking to optimize performance in their virtual environments. Check it out for valuable insights! 🖥️📊🔧 #OpenShift #Virtualization #CloudComputing #DevOps #RedHatDeveloper
Elvir Kuric

Diagnose Distributed AI Workload Failures with NVIDIA Attribution

2026-11-02 23:39
🔍 In distributed AI workloads, a single error can lead to multiple symptoms, making diagnosis challenging. NVIDIA Attribution helps by analyzing workload evidence to identify failure patterns. 🛠️ This system correlates logs, metrics, and telemetry, providing a structured diagnosis that includes the root cause and affected nodes. 📊 With two components, the Attribution Service and Blueprint, it offers a clear process to scope workloads, collect observations, and extract significant events....
Elizabeth Goodman

Design-to-Code: Reimagine Handoff Workflow with AI – Rebuilding PubHub Part 3

2026-11-02 17:23
The PubHub team has transformed their design workflow by replacing Figma handoffs with an AI-enhanced HTML prototype. This approach was refined by designers to improve efficiency. The article discusses the successes and challenges faced during this transition, providing insights for other teams considering similar changes. 🔧💻✨ #DesignToCode #AI #Workflow #Innovation #TechTrends
Alejandro Marrufo

Build World Models for Interactive Simulation with NVIDIA Cosmos

2026-11-02 17:00
🌐 Developers in physical AI face challenges in adapting world models to their tasks and integrating them reliably. NVIDIA Cosmos offers a comprehensive solution with its platform for world model training and development. The Cosmos Framework provides essential tools for training, multimodal data processing, and inference. The article details how to utilize Cosmos for generating synchronized data for various applications and the deployment process to launch GPU-accelerated services. Key...
Elizabeth Goodman

Onboard your repository to Testing Farm with Claude Code

2026-11-02 14:17
Automating testing for open source projects often involves tedious tasks like creating CI workflows and managing test metadata manually. The article "Onboard your repository to Testing Farm with Claude Code" from Red Hat Developer discusses how to streamline this process. Learn how to simplify your testing setup and improve efficiency! 🚀🔧 #OpenSource #AutomatedTesting #ContinuousIntegration #RedHat #Technology
Petr Hracek

10 questions to ask any software vendor about sovereignty

2026-11-02 00:00
Sovereignty is becoming a key factor in software procurement, especially with the European Commission’s proposed Cloud and AI Development Act (CADA) on the horizon. This act aims to establish guidelines on data location and access for cloud and AI services. 🌐 GitLab emphasizes the importance of customer control, portability, and risk management in this evolving landscape. They suggest ten crucial questions to ask any software vendor to ensure they prioritize sovereignty. 🛡️ Key questions...
Source: GitLab Blog
Bryan Ross

A step-by-step guide for how to kill the line-by-line code review

2026-11-01 15:00
Transform your code review process! Most teams currently rely too heavily on AI models for code reviews, which can overlook your specific codebase standards. 🤖 At Aviator, we've developed Aviator Verify to enhance this process. Our approach emphasizes intent-driven reviews, combining acceptance criteria and invariants to ensure accuracy. Discover how to balance verification through agents while keeping judgment with people. #CodeReview #AI #SoftwareDevelopment #TechInnovation #DevOps
Ankit Jain

Build a Validated Kubernetes Runtime for NVIDIA Dynamo

2026-10-30 21:35
🚀 Teams creating AI applications need a reliable way to transition from model configuration to inference endpoints. NVIDIA Dynamo facilitates this with its distributed inference framework for GPU workers. To successfully deploy on Kubernetes, various components like GPU drivers, resource allocation, and monitoring must align. The NVIDIA DSX AI Factory Platform simplifies this with the AI Cluster Runtime (AICR), providing validated deployment recipes. The article explores the infrastructure...
Stefan Schimanski

Run AI Models for Edge Application Development with Just a Few Commands

2026-10-30 20:33
🚀 AI is evolving beyond data centers! Developers are creating edge agents for tasks like monitoring driver attention and aiding robots in their environment. NVIDIA DGX Spark offers a streamlined platform for developers to prototype and test models with just a few commands. The TensorRT Edge-LLM enhances this process with a lightweight C++ runtime for embedded workloads. In a recent tutorial, users can run NVIDIA Nemotron-3.5 Lightning on Spark, enabling efficient application prototyping. #AI...
Shara Tibken

What worries Entire co-founder Thomas Dohmke about the future of tech?

2026-10-30 19:37
🚀 Former GitHub CEO Thomas Dohmke has launched a new startup, Entire, which offers a GitHub alternative featuring AI-driven code reviews called Trails. At a recent conference, Dohmke expressed his concerns about the future of tech. He believes it's essential for everyone to learn coding, emphasizing its importance alongside traditional subjects. Other tech leaders shared similar views, noting the need for understanding as technology becomes more accessible. They worry that rapid development...
Nick Lucchesi

Build Specialized Agents on a Stack You Control with NVIDIA NemoClaw

2026-10-30 16:00
🚀 Building autonomous agents just got easier with NVIDIA NemoClaw! To create these agents, developers need a model, a harness, and domain-specific tools. NemoClaw provides open blueprints that let you customize and control your stack. NemoClaw supports various harnesses like OpenClaw, Hermes Agent, and LangChain Deep Agents, enhancing capabilities and ensuring safe operation. Discover how to integrate these components for reliable execution in production! #NVIDIA #NemoClaw #AI...
Nicola Sessions

How to Check and Configure NVIDIA GPUDirect Storage for Your Platform

2026-10-30 15:01
🚀 NVIDIA GPUDirect Storage (GDS) enhances GPU storage access in both on-premises and cloud settings. It offers a fast, efficient data path that boosts bandwidth, reduces latency, and lowers CPU and memory usage. To configure GDS, it's essential to understand your specific environment and choose the right settings. Detailed documentation is available to guide you through the process. #NVIDIA #GPUDirectStorage #DataAccess #TechUpdate #CloudComputing
Phil Carns

Integrate Jev decision models with Apache Camel and Red Hat OpenShift

2026-10-30 13:01
Unlock the potential of Jev decision models! 🚀 This guide provides a step-by-step approach to making your first API call. It focuses on integrating Jev into a production-ready, vendor-neutral enterprise architecture using Apache Camel and Red Hat OpenShift. Explore the practical execution of these concepts today! 📈🔗 #Jev #APIIntegration #RedHat #ApacheCamel #OpenShift
Maarten Vandeperre

Rebuilding PubHub: AI-first SDLC, one bottleneck at a time – Part 2

2026-10-28 12:00
Rebuilding PubHub focused on developing an AI-first Software Development Life Cycle (SDLC) by learning from trials and iterations. The article highlights key lessons learned and outlines seven effective practices that emerged during the rewrite process. Stay tuned for more insights on enhancing your development strategies! 🚀💻 #AI #SoftwareDevelopment #Innovation #TechTrends #PubHub
Neelesh Pateriya