Articles by Category: Educational

How async processing hides latency and improves responsiveness

2026-07-12 17:00
Discover how asynchronous processing enhances system responsiveness and hides latency! 🚀 This article highlights key concepts from Pekka Engberg's "Latency," explaining how async techniques allow tasks to run simultaneously, improving user experience. 📊 It contrasts synchronous and asynchronous processing, showing the benefits of I/O multiplexing and independent task execution. Learn more about these low-latency strategies and join the P99 CONF community! #AsyncProcessing #Latency...
Pekka Enberg

How to Evaluate General-Purpose Robot Policies for Real-World Deployment

2026-07-12 01:08
Robotics foundation models are advancing rapidly, enabling tasks like picking and sorting through natural language instructions. 🤖 However, evaluating these models for real-world performance remains challenging. Current benchmarks often rely on similar visual data for training and testing, which can lead to misleading results. While simulation offers a testing ground, discrepancies between simulated and real-world environments complicate assessments. Techniques like Real2sim are being...
Brad Nemire

The Fundamentals of AI: Making AI practical

2026-07-10 17:24
🚀 Understanding AI deployment is crucial for effective use. Training large language models (LLMs) can be very costly, yet their raw forms often lack task specificity. AI engineering bridges this gap by fine-tuning models for specific domains and addressing challenges like accurate citation. This article highlights the importance of foundation models and their applications across various tasks. Stay informed as AI continues to evolve! 🧠💡 #ArtificialIntelligence #MachineLearning #TechTrends...
Yuri Kramarz

dotInsights | July 2026

2026-07-10 11:25
Did you know the "using" keyword in programming holds two meanings? It can import classes from different namespaces or ensure deterministic cleanup in a method body. This is just one example of keywords with multiple interpretations. Explore more insights and updates from the developer community in the latest dotInsights by JetBrains! #DotNet #Programming #SoftwareDevelopment #JetBrains #CSharp 🖥️📚🔍
Matt Ellis

5 Smart Ways to Use AI for Certification Exam Prep

2026-07-09 23:37
Unlock your potential with AI for Cisco certification prep! 🤖📚 This article highlights five effective ways to leverage AI in your study journey. From breaking down exam blueprints to creating personalized study schedules, AI can be your ultimate study partner. Explore how AI can enhance your hands-on practice and streamline your preparation process. #CiscoCertification #AIinEducation #ExamPrep #StudySmart #TechForLearning
Yasmeen Seddeek

Synthetic Data Generation for Financial AI Research with NVIDIA NeMo

2026-07-09 19:40
Unlocking the potential of financial NLP, a new approach addresses the limitations of existing data. 📈 By leveraging synthetic data generation, researchers created 502,536 unique financial news headlines across 13 categories. This iterative pipeline utilized NVIDIA NeMo tools for structured generation and semantic deduplication. The process involved generating, filtering, and deduplicating headlines, ensuring diversity and relevance for trading research and risk modeling. Learn how to adapt...
Elizabeth Goodman

Create a LangChain Deep Agents Harness Profile for NVIDIA Nemotron 3 Ultra to Improve Performance

2026-07-09 18:17
Unlock the potential of agentic systems with LangChain! 🤖 This article explores how to create a harness profile for the NVIDIA Nemotron 3 Ultra to enhance performance. It highlights the balance between accuracy and cost in agentic systems. Fine-tuning smaller models can improve efficiency, but requires expertise. Key developments include evaluation benchmarks and LangChain’s customizable agent harness profiles. Learn how to set up and validate your harness profile for optimal results! 📊💻...
Michelle Horton

A Practical Guide to GPU-Initiated Communication for Molecular Dynamics at Scale

2026-07-09 17:15
Unlocking the power of molecular dynamics (MD) simulations is crucial for advancements in areas like drug discovery and material science. 🔬✨ The article discusses how GROMACS, a leading MD package, faces challenges with GPU-to-GPU communication, particularly due to CPU orchestration, which limits scalability. By adopting GPU-native communication through NVIDIA NVSHMEM, researchers can reduce CPU involvement, allowing for improved data transfer and better performance. This shift could...
Michelle Horton

The History of Kodee, Kotlin’s Mascot

2026-07-09 14:53
🌟 The Kotlin team recognized the need for a mascot to foster a sense of community among developers. They introduced Kodee, designed through a collaborative effort involving marketing and research teams. Initial feedback was mostly positive, but they sought further insights from the community to refine Kodee's design. Surveys and focus groups helped shape Kodee into a character that resonates with Kotlin users. #Kotlin #Kodee #ProgrammingCommunity #MascotDesign #DeveloperExperience 🐾
Olga Vorobeva

JetBrains Academy – June Digest

2026-07-09 14:07
🚀 Exciting updates from JetBrains Academy! Join our upcoming mandatory meeting for valuable insights without the need for cameras. ☕ Learn how to enhance your LinkedIn profile by showcasing your IDE expertise. Plus, participate in the Discord Challenge by building an AI assistant for a chance to win prizes! 💻 Don't miss our new free Udemy course on working with real projects in IntelliJ IDEA. 📚 #JetBrains #Learning #AI #TechCommunity #LinkedIn
Sargis Avagyan

Green DevOps: Why carbon measurement belongs in your CI/CD pipeline

2026-07-09 00:00
💻🌱 Software teams run hundreds of CI/CD jobs daily, each consuming energy and contributing to carbon emissions without visibility in logs. To tackle this, Eco CI and Carmen are open-source tools that integrate carbon measurement into your existing GitLab pipelines. Eco CI tracks emissions at the pipeline level, while Carmen provides deeper insights from infrastructure and application layers. Both tools help identify resource-intensive jobs and inform better engineering decisions. Starting is...
Source: GitLab Blog
Lysanne Pinto

Create a LangChain Deep Agents Harness Profile for NVIDIA Nemotron 3 Ultra to Improve Performance

2026-07-08 15:00
Unlock the potential of agentic systems with LangChain! 🤖 This article explores how to create a harness profile for the NVIDIA Nemotron 3 Ultra to enhance performance. It highlights the balance between accuracy and cost in agentic systems. Fine-tuning smaller models can improve efficiency, but requires expertise. Key developments include evaluation benchmarks and LangChain’s customizable agent harness profiles. Learn how to set up and validate your harness profile for optimal results! 📊💻...
Michelle Horton

Running database workloads on Red Hat OpenShift Virtualization

2026-07-08 07:16
🚀 This guide outlines how to run database performance tests using HammerDB on MariaDB, PostgreSQL, and Microsoft SQL Server within Red Hat OpenShift Virtualization. 🔍 Key prerequisites include having an operational OpenShift cluster, appropriate virtualization settings, and a functional storage backend. 🖥️ It provides steps for creating test virtual machines, ensuring dedicated storage, and enabling passwordless SSH for automated access. 📊 The article details the deployment methodology and...
Elvir Kuric

Best Object Detection Models for Machine Learning in 2026

2026-07-07 17:51
🚀 Object detection is key to many applications, including autonomous vehicles and security systems. Choosing the right model can be complex with many options available. In 2026, this guide reviews top object detection models, focusing on their architectures, performance, and best use cases. Key metrics like Intersection over Union (IoU) and Mean Average Precision (mAP) are essential for evaluating model performance. Explore how these models can enhance your computer vision projects! 📊🤖...
Arina Belova

Is Your VPN Ready for the Quantum Era? – Quantum Series, Part 1

2026-07-07 15:58
🔍 The rise of quantum computers poses a significant threat to current encryption methods. This article discusses the vulnerabilities in today’s cryptography, particularly focusing on key exchanges and digital signatures used by VPNs and other secure communications. As quantum technology evolves, the need for post-quantum cryptography becomes critical. NIST has been developing new algorithms to address these risks, with the first standards expected in 2024. Stay informed and prepared as we...
Julio Gomez

From Gaming LAN Parties to Industrial Architect: My Journey to Cisco

2026-07-07 12:00
🌐 From gaming to networking, Jose A. shares his unique journey to Cisco. Starting with LAN parties in Venezuela, his determination to connect with friends sparked a passion for technology. Despite initial plans for a career in electronics, he discovered a demand for networking skills in the job market. In 2009, he became a network administrator and later joined the Cisco Networking Academy, where he turned his curiosity into expertise. #CiscoJourney #Networking #CareerPath #TechInnovation
Jose Avila Gomez

Shift-Left Static Code Analysis

2026-07-07 07:52
Facing late-stage security vulnerabilities in development? 🛠️ The "Shift-Left" strategy offers a solution by moving testing, quality assurance, and security checks earlier in the software development lifecycle. This proactive approach helps teams reduce context-switching and enhances code quality. Key benefits include faster feedback, reduced technical debt, and potential cost savings. However, challenges like false positives and integration friction may arise. Explore how adopting Shift-Left...
Kerry Beetge

Visualize your cluster: Manage observability with Red Hat build of Perses

2026-07-07 07:01
Red Hat's build of Perses is transforming observability management in the OpenShift ecosystem. 🌐 As a unified visualization engine, it consolidates observability tools into a Kubernetes-native experience. Key features include native Kubernetes integration, unified signal correlation, and GitOps readiness, allowing for efficient data management. 📊 Perses enhances user workflows and supports multiple data sources, making it easier for engineers to navigate observability assets. 🔍 For more...
Vanessa Martini, Gabriel Bernal, Jenny Zhu, Peter Yurkovich, Evelyn Tanigawa Murasaki

Accelerating Wi-Fi troubleshooting with AgenticOps

2026-07-06 18:30
🚀 Cisco AgenticOps for Wireless enhances Wi-Fi troubleshooting for network teams by moving from reactive to proactive solutions. It helps identify issues related to clients, radio frequency, or network services using tools like Experience Metrics and AI Packet Analyzer. This approach allows for faster diagnosis and confident remediation of connectivity problems. #WiFi #Cisco #NetworkManagement #Troubleshooting #TechSolutions
Helen Ewing

The code review bug hunt is dead. Here’s what developers get wrong.

2026-07-06 12:00
The code review process is essential for quality assurance in software development. It aims to catch bugs early and promote mentorship among developers. However, many companies fail to define clear outcomes for these reviews. Mark Dominus emphasizes that code reviews should focus on maintainability rather than solely bug detection. He warns against relying on reviews to find bugs, as this can lead to misunderstandings and frustrations. Dominus suggests that project leaders should guide the...
Adrian Bridgwater

Upgrade RHEL with leapp

2026-07-02 07:01
Upgrade your Red Hat Enterprise Linux (RHEL) with leapp! 🚀 Leapp allows for in-place system upgrades while retaining your configurations and subscriptions. However, it faces challenges with disk encryption via LUKS. To overcome this, administrators can use the TPM2 module to bypass encryption temporarily during the upgrade process. Before starting, ensure backups are in place and check your system's configurations for a smooth transition from RHEL 8 to RHEL 9. #RHEL #Leapp #Linux...
Ted Brunell

Stay on Track: Get Certified Before the CCNA Refresh

2026-07-01 19:34
🚀 Preparing for the CCNA 200-301 v1.1 exam? Don’t wait! The CCNA certification is set for a refresh in February 2027, but staying on track with your current studies is crucial. Experts emphasize that completing the v1.1 exam offers a strong foundation for your career, especially in networking, cybersecurity, and cloud. Be sure to finish by February 2, 2027, to secure your certification! Explore Cisco’s resources to help you succeed. #CCNA #Certification #Networking #Cisco #CareerDevelopment
Ryan Rose

JetBrains Engineering Hiring Process: A Recruiter Explains What to Expect (And How to Prepare)

2026-07-01 13:31
🚀 Applying for an engineering role at JetBrains? Here’s what to expect in the recruitment process. The steps are similar to other tech companies, but JetBrains emphasizes critical thinking and problem-solving over just technical skills. 📝 Start with a clear CV that highlights your impact. The process includes recruiter calls, team interviews, and a take-home task to assess your reasoning and responsibility. Prepare well, and good luck! #JetBrains #HiringProcess #EngineeringJobs #CareerTips...
Grete Kivi

Kotlin Comes to BlueJ

2026-07-01 09:50
🚀 Kotlin support is now available in BlueJ, enhancing this popular educational tool for teaching object-oriented programming. This collaboration between JetBrains and King's College London aims to simplify the learning process, allowing students to focus on core programming concepts without excessive syntax. With features like concise syntax and null safety, Kotlin helps beginners build strong foundations in coding. #Kotlin #BlueJ #ProgrammingEducation #OOP #JetBrains
Ksenia Shneyveys

Build a multi-agent supervisor pattern on OpenShift

2026-07-01 07:16
🚀 Explore the multi-agent supervisor pattern on OpenShift! This approach enhances security during incident investigations by isolating agents. Each agent handles specific tasks with its own sandbox, reducing risks of credential mixing and data exposure. Learn how the architecture separates data handling and orchestration for improved security. #OpenShift #CyberSecurity #AI #IncidentManagement #CloudComputing
Adel Zaalouk, Derek Carr, Mrunal Patel

Demystify the terminology of OpenShift hosted control planes

2026-07-01 07:16
Exploring Red Hat OpenShift hosted control planes can be confusing due to various terms like HyperShift, HCP, management cluster, and hosted cluster. These terms have distinct meanings and implications. This article clarifies the architecture of hosted control planes, highlighting the benefits of cost reduction, faster provisioning, and centralized management. It also discusses the importance of understanding terminology to avoid operational pitfalls. Stay tuned for part 2, which will cover...
Giovanni Fontana

Improving Embedded Software Quality With Parasoft C/C++test, CLion, and AI

2026-07-01 06:43
🔧 Embedded software development faces unique challenges, including safety standards and defect detection. Starting with CLion 2026.1.2, you can now open SARIF findings from Parasoft C/C++test directly in CLion. This integration aids in navigating code and managing defects efficiently. A recent webinar showcased how these tools enhance static analysis and support compliance with standards like MISRA C/C++ and AUTOSAR C++14. AI-assisted workflows further help developers understand and fix...
Maria Goldade

Fundamentals of AI: Inside the transformer

2026-06-30 04:34
🔍 The transformer is central to modern AI, as detailed in the article "Fundamentals of AI: Inside the Transformer." It was introduced in 2017 with the key concept "Attention Is All You Need" and powers major language models like GPT and Claude. The article explores how transformers process language and their role in large language models (LLMs). It provides insights into different architectural concepts while aiming to make technical details accessible. #AI #Transformers #LanguageModels...
Yuri Kramarz

How to set up Red Hat OpenShift Virtualization ServiceNow CMDB discovery: Configuring virtual machines with a custom Discovery Pattern

2026-06-30 03:01
Unlock the potential of Red Hat OpenShift Virtualization with effective ServiceNow CMDB discovery! This article guides you through creating a clean inventory of virtual machines (VMs) by defining a custom CI class and implementing a tailored Discovery pattern. Key steps include: 1️⃣ Establishing a custom CI class for OpenShift VMs. 2️⃣ Setting identification rules to reduce clutter. 3️⃣ Scheduling and validating your discovery process. Ensure your CMDB is streamlined and efficient! #RedHat...
Moyo Oyegunle

How to set up OpenShift Virtualization ServiceNow CMDB discovery: Deploying an in-cluster MID Server

2026-06-30 03:01
Setting up OpenShift Virtualization with ServiceNow CMDB discovery involves deploying an in-cluster MID Server. This process ensures that virtual machines are visible to IT teams and can be managed effectively. Stock ServiceNow Kubernetes discovery pulls in too much data, missing the proper classification for KubeVirt VMs. A custom discovery pattern is needed to resolve this. Key steps include creating a least-privilege service account, deploying a CA-trusted MID server, and ensuring secure...
Moyo Oyegunle

Build a dynamic E2E test quarantine system with Prometheus and Grafana

2026-06-29 14:15
🚀 Building a dynamic E2E test quarantine system can significantly enhance your CI process. This guide outlines the steps to create an automated quarantine system using Prometheus and Grafana. It allows for continuous monitoring of test health, automated quarantine decisions, and Jira ticket integration. Key steps include deploying Prometheus for test analytics and configuring Grafana for visualization. The system ensures that flaky tests are managed effectively, reducing developer effort. 🔍...
Denis Moskalenko

Red Hat UBI vs. Red Hat Hardened Images: How to choose

2026-06-29 07:01
🔍 Exploring Red Hat UBI vs. Hardened Images? Both Red Hat Universal Base Image (UBI) and Hardened Images are available for developers to create and share container images without Red Hat restrictions. The choice depends on your priorities: UBI offers development stability and formal certifications, while Hardened Images focus on security and a minimal attack surface. For more insights on their differences and use cases, check out the full article! #RedHat #ContainerImages #UBI #HardenedImages...
Fernando Lozano

Deploy a Production-Ready NVIDIA AI-Q Blueprint on Oracle Cloud Infrastructure

2026-06-26 19:00
🚀 AI agents have evolved significantly over the past two years, transitioning from single-question responses to complex, multi-turn interactions and long-horizon planning. The NVIDIA AI-Q Blueprint serves as an open-source reference for developers, utilizing LangChain Deep Agents and the NVIDIA NeMo Agent Toolkit. It allows for both quick answers and detailed research reports. This guide details how to deploy AI-Q 2.0 on Oracle Cloud Infrastructure using Terraform and Helm, providing step-by-...
Anurag Kuppala

Creating the NVIDIA Nemotron 3 Ultra NVFP4 Checkpoint with NVIDIA Model Optimizer

2026-06-26 16:00
🚀 The new Nemotron 3 Ultra NVFP4 checkpoint is now optimized using NVIDIA Model Optimizer! As context windows expand, efficient movement of large model weights is crucial. Quantization, specifically NVFP4, compresses weights into a smaller format. This 4-bit floating point system offers significant performance gains. The Nemotron 3 Ultra achieves up to 5.9x higher inference throughput compared to GLM-5.1 while maintaining BF16 accuracy across nearly all benchmarks. This article details how to...
Michelle Horton

Deploying distributed AI inference: Blueprints & troubleshooting

2026-06-26 07:01
🚀 Exploring distributed AI inference? This article outlines essential blueprints for various traffic shapes, from high-concurrency chat to edge inference on workstations. Each blueprint includes a workload signature, KPI priority, and topology details. It also covers troubleshooting strategies for optimizing performance metrics like TTFT and TPOT. A step-by-step growth path is provided for teams scaling from a single vLLM instance. Dive into the mechanics of AI deployment! 💻📊 #AI...
Fatih E. Nar, Yuchen Fama, Greg Pereira, Yuan Tang

Trust in Rust: Foundation debuts official training to tackle steep learning curve

2026-06-25 16:30
🚀 The Rust Foundation has launched the Rust Foundation Trusted Training (RFTT) program, a formal accreditation for Rust training providers. This initiative aims to ensure quality and build trust in Rust training, as adoption grows across various industries. Five organizations are part of the founding cohort. 🏢 Accreditation evaluates five key areas, ensuring a high standard of training. Fees for accreditation cover administrative costs and are set to support the program's operations. For more...
Darryl K. Taft

The Dev Containers Story: Introducing EelApi for Plugin Authors

2026-06-25 15:22
🚀 The article discusses the evolution of development environments and introduces EelApi for plugin authors. Modern IDEs now operate in isolated environments, such as WSL2 and Dev Containers, which require precise handling of paths and processes. This shift allows for more flexibility in project management. EelApi provides a structured API to manage these environments effectively, facilitating tasks like filesystem access and process execution across different setups. Learn more about adapting...
Alexander Koshevoy

Agent Toolkit for AWS includes 20+ agent skills, but your agent might not load them without this one file

2026-06-25 14:00
🚀 The Agent Toolkit for AWS has launched, featuring over 20 agent skills designed to enhance your workflow. However, to fully utilize these skills, one crucial file is necessary: the rules file. This file instructs your agent to access skills and resources effectively. Setting up takes just two minutes. Make sure to check the README for complete instructions. 📄💻 #AWSToolkit #AgentSkills #TechTips #CloudComputing #MCP
Esin Saribudak

The Unglamorous Side of Rust Web Development

2026-06-25 12:11
🚀 Dive into the challenges of Rust web development! In a recent guest post by Mateusz Maćkowski and Marek Grzelak, they discuss the common hurdles developers face when building JSON APIs in Rust. Key points include: - The complexity of async Rust and its debugging issues. - Inconsistent error handling across frameworks. - Fragmented ecosystem making choices overwhelming for newcomers. Batteries-included frameworks like Loco.rs and cot.rs are making strides, but there's still a way to go....
Irina Mihajlovic

How Learning How to Ask Questions Changed Everything for Me at Cisco

2026-06-25 12:00
Learning to ask questions can significantly impact growth and confidence. Aaryan Naithani, a software engineer intern at Cisco, reflects on his journey. Initially hesitant to ask for help, he realized that not seeking guidance hindered his progress. A turning point came when he reached out for support, discovering that asking questions is essential for learning. Embracing this approach transformed his experience at Cisco. 💡🤝 #CiscoInterns #CareerGrowth #LearningJourney #AskQuestions
Cisco Interns