Articles by Category: Educational

How to run Slurm workloads on OpenShift with Slinky operator

2026-03-10 07:16
🚀 Exciting advancements in high-performance computing! This article covers how to run Slurm workloads on OpenShift using the Slinky operator. Slurm is a robust workload manager, and combining it with OpenShift enhances scalability and automation for HPC environments. 🔧 The Slinky operator simplifies deployment, scaling, and lifecycle management of Slurm components within Kubernetes. This integration allows teams to utilize familiar tools while leveraging containerized infrastructure. 💡 Key...
Prudhvi Vuda, Swati Kale

Automating Mutation Coverage with AI: Our Journey and Key Learnings

2026-03-10 06:11
🚀 Exciting advancements in AI for software testing! Last year, a manual effort to improve mutation coverage evolved into a powerful AI solution. The Mutation Coverage AI Assistant now helps teams achieve over 80% coverage efficiently. This tool analyzes reports, recommends targets, and writes tests while keeping developers in control. Learn more about the journey and key insights! #MutationCoverage #AI #SoftwareTesting #Innovation #Atlassian
Jovana Dunisijevic

Effortless Red Hat Enterprise Linux virtual machines with Libvirt and Kickstart

2026-03-10 03:01
Creating virtual machines (VMs) for development is essential for testing and reproducing production environments. This article outlines a straightforward method using Libvirt and Kickstart scripts in Red Hat Enterprise Linux (RHEL) to automate VM provisioning. With Kickstart, developers can set up customized test VMs without needing extensive network infrastructure. Both Windows and MacOS users can utilize these scripts effectively, even within WSL2 or through Podman Desktop. Learn how to...
Fernando Lozano

Automating detection gap analysis with GitLab Duo Agent Platform

2026-03-10 00:00
🚨 After an incident, security teams often ask, "What did we miss?" GitLab addresses this with the Duo Agent Platform, automating detection gap analysis. 🔍 The platform features two AI agents: the Security Analyst Agent for quick assessments and the custom Detection Engineering Assistant tailored to your environment. 📈 This automation enhances consistency and efficiency in identifying detection gaps, ultimately improving security operations. Learn more about how GitLab is transforming incident...
Source: GitLab Blog
Matt Coons

Customer lifetime value: formula, calculation & examples

2026-03-10 00:00
Understanding customer lifetime value (CLV) is essential for maximizing revenue. This article outlines how to calculate CLV using a simple formula, highlighting its importance for businesses. It also shares effective strategies to enhance CLV, ensuring companies can get the most from each customer. Learn more about optimizing your revenue potential! 📈💡 #CustomerValue #BusinessStrategy #CLV #RevenueGrowth #MarketingInsights
Jesse Sumrak

How to wrangle SaaS contract renewals

2026-03-10 00:00
SaaS contract renewals can be challenging for IT and Finance teams. Often, they receive renewal notices with little context and urgency, leading to reactive decisions rather than strategic ones. Key issues include fragmented usage data, unclear ownership of apps, and auto-renewals that limit negotiation power. These factors contribute to overspending on unused licenses. Effective management relies on clear visibility into usage and collaboration between teams. Tools like 1Password SaaS...
info@1password.com (Dominic Garcia)

Keep the Tokens Flowing: Lessons from 16 Open-Source RL Libraries

2026-03-10 00:00
Exploring the world of open-source reinforcement learning (RL) libraries reveals valuable lessons. The article examines 16 RL libraries, highlighting their unique features and contributions to the field. It emphasizes the importance of community engagement and collaboration in advancing technology. These insights can guide developers and researchers in optimizing their own projects. 🔍💻📚 #ReinforcementLearning #OpenSource #TechInsights #AI #MachineLearning

Business Intelligence Analytics: A Complete Guide for the AI Era

2026-03-09 19:53
Business intelligence is evolving rapidly. 📊 The article outlines how modern BI has transitioned from static dashboards to AI-driven, conversational insights. It highlights the role of analysts and emphasizes that data intelligence is crucial for effective analytics today. Understanding this shift is essential for businesses aiming to enhance decision-making in the AI era. 🤖 #BusinessIntelligence #DataAnalytics #AI #DecisionMaking #Innovation

The Professional Impact of Becoming Databricks Certified

2026-03-09 19:00
🚀 Databricks certifications are transforming careers in data and AI. These credentials not only enhance expertise but also open doors for growth and advancement in the tech industry. Professionals are finding that being certified can lead to better job opportunities and increased earning potential. #Databricks #CareerGrowth #DataScience #Certification #AI

5 steps to triage vLLM performance

2026-03-09 14:12
Navigating LLM performance in production can be challenging. The article outlines a 5-step diagnostic workflow for optimizing vLLM deployments. 🔍 Start by defining your performance objectives based on workload profiles: throughput-sensitive, latency-sensitive, or bursty. 1️⃣ Identify where latency occurs by analyzing Time to First Token (TTFT) and Inter-Token Latency (ITL). 2️⃣ Monitor server saturation to understand request queue dynamics. 3️⃣ Evaluate GPU memory and KV cache health to...
David Whyte-Gray, Thameem Abbas Ibrahim Bathusha, Michael Goin, Ashish Kamra

5 myths about Elastic Cloud Serverless debunked

2026-03-09 04:00
🚀 Discover the truth behind Elastic Cloud Serverless! This article debunks 5 myths about its APIs. Unlike traditional Elastic Stack, Serverless APIs are stable, backward-compatible, and managed like SaaS. No more upgrade planning or version pinning is needed. Serverless is built for large-scale workloads, perfect for security analytics and AI-powered applications. Learn more about how the model differs from previous versions! #ElasticCloud #Serverless #APIs #TechMyths #CloudComputing
Source: Elastic Blog
Omer Kushmaro

Agent skills: What, why, and Webflow

2026-03-09 00:00
Discover how Webflow is integrating generative AI skills to enhance user experience! 🤖 The article explores the importance of these skills and how they support Webflow's mission to empower users. Learn about the innovative tools being developed to streamline workflows and improve design capabilities. Stay informed and see how technology is shaping the future of web design! 🌐✨ #Webflow #GenerativeAI #UserExperience #WebDesign #Innovation
Source: Webflow Blog

How To Containerize A Twilio App With Docker

2026-03-09 00:00
📦 Are you looking to containerize your Twilio app with Docker? The latest Twilio article provides a step-by-step guide on the process. It covers essential concepts, tools required, and best practices for efficient containerization. This guide is beneficial for developers aiming to enhance scalability and deployment of voice and SMS applications. Check it out for practical insights! 🚀 #Twilio #Docker #Containerization #Developers #TechTips
Dylan Frankcom,

Vibe code full-stack apps fast with TanStack Start

2026-03-08 17:00
Unlock the potential of full-stack app development with TanStack Start! 🚀 This framework simplifies the process with type-safe routing, server functions, and file-based routing, making it beginner-friendly. It allows developers to create apps quickly without complex configurations. With features like Streaming SSR for faster rendering and secure server-side logic, TanStack Start empowers you to focus on creativity while coding. Ready to vibe code? 🌐💻 #TanStackStart #FullStackDevelopment...
Jessica Wachtel

Vibe code full-stack apps fast with TanStack Start

2026-03-08 17:00
🚀 Building full-stack applications has never been easier! TanStack Start offers a streamlined approach for developers, especially beginners. It features type-safe routing, server functions, and file-based routing, allowing for quick app development without complex setups. Key aspects include: - Type-Safe by Default - Simplified File-Based Routing - Integrated Server Functions - Efficient Streaming SSR Explore how TanStack Start can enhance your development process! 🌐💻 #TanStack...
Jessica Wachtel

IT-Tools brings many useful developer tools into one convenient location

2026-03-06 20:00
🔧 Developers often use many tools for their work, from token generators to Docker converters. IT-Tools consolidates over 80 essential tools into one easy-to-access platform, streamlining your workflow. You can even create custom tools! To get started, you'll need a Docker-compatible server. The article provides detailed steps for installing Docker on Ubuntu Server 24.04. Check it out for a more efficient development experience! 🖥️🚀 #DeveloperTools #ITTools #Docker #Coding #TechEfficiency
Jack Wallen

Building a near real-time application with Zerobus Ingest and Lakebase

2026-03-06 18:30
Unlock the potential of real-time applications with Zerobus Ingest and Lakebase! 🚀 This article discusses how to streamline data ingestion for IoT, clickstream, and application telemetry on Databricks. It highlights the importance of these technologies in managing event data effectively. Explore the capabilities of Zerobus Ingest and Lakebase to enhance your data processing. 🔗 #DataIngestion #RealTimeData #IoT #Databricks #TechSolutions

Behind the Demo: How Cross‑functional Partnerships Turned AI “Golden Prompts” into Real Customer Value

2026-03-06 18:00
In the article "Behind the Demo," the focus is on how cross-functional teams turned AI "golden prompts" into valuable customer outcomes. 🤝 The process involved collaboration between Product, Engineering, and Marketing to ensure the AI tool, Rovo, was effective in real work conditions. They aimed for reliable outputs that could be showcased on stage and in everyday tasks. 📊 "Golden prompts" are defined as specific requests that yield high-quality results for critical use cases. The article...
Christopher Cheung

Jenkins Plugin Management: A Practical Guide To Avoiding Dependency Hell

2026-03-06 13:39
Jenkins is known for its extensive plugin ecosystem, with over 1,800 plugins available. While this offers solutions for many CI/CD challenges, it also introduces instability and security risks. 🚨 This guide explores how Jenkins plugins operate, common issues like version conflicts and classloader problems, and the importance of a governance process for managing plugins effectively. It highlights the need for careful planning, especially in enterprise environments, to avoid downtime and...
Olga Bedrina

From local prototype to enterprise production: Private speech transcription with Whisper and Red Hat AI

2026-03-06 07:00
Discover how to run OpenAI's Whisper model locally on Apple Silicon using vLLM. This setup allows for private audio transcription, crucial for sensitive environments like healthcare and finance. The article outlines various use cases, including AI coaching, compliance monitoring, and secure meeting transcriptions. To transition from local development to enterprise production, Red Hat AI Inference Server offers a robust solution. 🔒💻📊 #AI #Transcription #OpenAI #DataPrivacy #RedHat
Carlos Condado, Yuchen Fama

Supercharge your Security Testing with Rovo Dev Skills

2026-03-06 04:32
🚀 Supercharge your security testing with Rovo Dev Skills! Giuliana and Sam from Atlassian's Security Testing team share insights on enhancing penetration testing through white-box engagements. They explore how Rovo Dev can improve testing processes. Key highlights include using Rovo Dev Skills for static analysis, AI-assisted code auditing, and effective triaging of results. Learn how to integrate these tools into your workflow for better security outcomes! #SecurityTesting #RovoDev...
Jovana Dunisijevic

Improving code quality - Session 68: Double-edged tests

2026-03-06 02:00
🚀 In the latest article of the "Improving code quality" series, Munetoshi Ishikawa discusses the concept of double-edged tests. 🔍 He illustrates this with the FooModel and FooModelLogger classes, showcasing how to enhance log readability through dependency injection. 💡 Key aspects include using constructor arguments for testing and different logging strategies to improve clarity. #CodeQuality #SoftwareDevelopment #Testing #Programming #LINEApp

How to Block Spam Calls with Twilio Voice in Node.js

2026-03-06 00:00
🚫📞 Learn to effectively block spam calls using Twilio Voice in Node.js! This tutorial covers the integration of Marchex Clean Call and Nomorobo add-ons. It provides clear, step-by-step guidance along with code examples to streamline the process. Enhance your call management today! #Twilio #NodeJS #SpamCallBlocking #Developers #TechTutorials
Dhruv Patel

Send Bulk SMS With PHP and Twilio

2026-03-06 00:00
🚀 Learn how to send bulk SMS using PHP and Twilio! This tutorial guides you through the process of managing recipients' phone numbers stored in a SQLite database. It's a straightforward way to reach your audience effectively. Enhance your communication strategies with this easy-to-follow guide! 📱💻 #Twilio #PHP #BulkSMS #WebDevelopment #CodingTutorial
Matthew Setter

How a product manager conducts 30+ customer interviews per month with AI

2026-03-05 16:37
Unlocking customer insights is now easier! 🚀 Avi Zelenko, a Principal Product Manager at Atlassian, developed an AI-powered workflow to conduct over 30 customer interviews monthly. This approach transforms feedback into actionable insights without heavy manual effort. Using tools like Jira and Slack, he streamlined the process from scheduling to note-taking, allowing for continuous engagement with customers. This innovation enhances team collaboration and ensures valuable insights are shared...
nsanchez@atlassian.com

Regression Testing: What it is, why it matters, and how to automate it with CI/CD

2026-03-05 16:00
🚀 Regression testing is crucial for ensuring code changes don't disrupt existing functionality. It involves re-running tests after code updates to identify any unintended side effects. In CI/CD pipelines, these tests run automatically, providing quick feedback before code goes live. Catching bugs early saves time and resources, preventing costly issues down the line. Unlike retesting, which focuses on specific bug fixes, regression testing evaluates broader impacts on the system....
Roger Winter

OpenTelemetry traces for Bitbucket Pipelines via webhooks

2026-03-05 01:08
🚀 Bitbucket Pipelines now supports OpenTelemetry traces via webhooks! This feature enhances your continuous delivery by providing detailed insights into pipeline performance. You can track pipeline execution, identify slow steps, and monitor resource usage directly in your observability tools. Learn how to set up OTel traces and gain end-to-end visibility into your pipeline runs! #Bitbucket #OpenTelemetry #DevOps #ContinuousDelivery #Webhooks
Edmund Munday

Engineering at AI scale: how connected workflows unlock velocity, visibility, and governance

2026-03-05 00:30
Unlocking AI potential in engineering is crucial for productivity. Yet, many teams spend only 16% of their time coding, with the rest lost in communication and context. To maximize AI value, leaders must address three key challenges: 1️⃣ Disconnected data across tools. 2️⃣ AI integration into daily workflows. 3️⃣ Alignment of tech and business processes. By overcoming these obstacles, organizations can enhance collaboration and streamline development. #AI #Engineering #Productivity...
kdelara@atlassian.com

A complete guide to GitLab Container Scanning

2026-03-05 00:00
🚀 GitLab’s Container Scanning Guide outlines essential strategies to identify vulnerabilities in container images throughout their lifecycle. 🛡️ It emphasizes the importance of early detection to mitigate risks before deployment and highlights five scanning methods: Pipeline-based, Registry, Multi-Container, Continuous Vulnerability, and Operational Scanning. 🔍 Each method is designed for specific needs, ensuring comprehensive security from development to production. For more insights, visit...
Source: GitLab Blog
Fernando Diaz

A Guide to Auth0 Session and Refresh Token Metadata

2026-03-05 00:00
Discover how to effectively use session and refresh token metadata in Auth0. This approach helps track device context and manage security flags without altering user profiles permanently. 🔒 Tokens issued by Auth0 are stateless, creating challenges in retaining specific login instance information. By integrating metadata, you maintain a history that enhances security throughout the user’s connection lifecycle. 🛡️ Learn more about the balance between user metadata and session-specific data to...
Source: Auth0 Blog
Antonio Ortells

Extend GitLab Duo Agent Platform: Connect any tool with MCP

2026-03-05 00:00
🚀 Managing software development involves juggling various tools like Jira, GitLab, and IDEs. GitLab Duo Agent Platform now supports MCP, allowing seamless integration with Jira. 🔑 This tutorial covers setting up Jira OAuth for secure access, configuring GitLab as an MCP client, and practical use cases. You'll learn how to query issues, update tickets, and manage workflows directly within your IDE. 💡 Key points include: - Secure authentication with OAuth 2.0 - Real-world workflows to...
Source: GitLab Blog
Albert Rabassa

LLMs, LEGO, and LED lights: How an Elastic engineer stays energized and leads with curiosity

2026-03-05 00:00
Meet Sean Handley, a senior engineering manager at Elastic, who leads the Search team in advancing machine learning and LLMs. His journey began with a fascination for magic tricks and technology, evolving into a passion for creating web pages in the 90s. Sean's career has spanned various innovative technologies, from video software to cloud applications. Now, at Elastic, he combines his curiosity and experience to shape the future of search technology. 🔍💻✨ #Technology #MachineLearning...
Source: Elastic Blog
Langa Chinyoka

Teaching LLMs to reason like Bayesians

2026-03-04 20:29
Researchers are teaching large language models (LLMs) to reason using Bayesian methods. This approach involves training LLMs to mimic predictions from an optimal Bayesian model. By doing so, LLMs can better understand user preferences through ongoing interactions. This helps improve personalized recommendations, moving beyond simple assumptions. The findings suggest that LLMs can effectively learn and generalize reasoning skills across various tasks. This method may enhance their performance...

Unified data discovery with business context in Unity Catalog

2026-03-04 17:00
Unlock the power of data discovery with Unity Catalog! 📊 This article highlights how business context enhances data access. It discusses the roles of domains, intelligent curation, and shared semantics in helping teams locate reliable data and AI assets efficiently. Explore how these elements work together to support better decision-making. #DataDiscovery #UnityCatalog #AI #BusinessIntelligence #DataManagement

dotInsights | March 2026

2026-03-04 12:44
🚀 Did you know the async and await keywords in C# were introduced in C# 5.0 to simplify asynchronous programming? The compiler uses a state machine to manage your code without extra complexity. 📬 Check out the latest updates in dotInsights by JetBrains, featuring key discussions and insights from the developer community! 🔗 Topics include: - Improving async/await in .NET - Refactoring tips - New tools for .NET developers #dotNet #CSharp #AsyncProgramming #JetBrains #SoftwareDevelopment
Rachel Appel

How to collaborate with AI to improve your Ansible skills

2026-03-04 08:00
Discover how to enhance your Ansible skills with AI! 🤖 In a recent article, the author shares their journey of using AI to create a reporting playbook for auditing Red Hat Enterprise Linux (RHEL) versions. Key insights include handling unreachable hosts and utilizing Jinja2 for efficient data grouping. The final playbook generates a clear, formatted report, simplifying server management. Learn more about this collaboration and the techniques used! 📊💻 #Ansible #AI #SysAdmin #RedHat #Automation
Roberto Nozaki

Estimate GPU memory for LLM fine-tuning with Red Hat AI

2026-03-04 07:15
Unlock the potential of fine-tuning language models with Red Hat AI's Training Hub! 🚀 This open-source Python package helps you customize pre-trained models on your datasets. However, fine-tuning demands more GPU memory than inference. To avoid costly errors, the new memory estimator tool calculates your memory needs efficiently. Learn how to optimize your GPU setup, adjust training components, and streamline your fine-tuning process. #RedHatAI #MachineLearning #FineTuning #AI #OpenSource
Mohib Azam

10 AI prompts to speed your team’s software delivery

2026-03-04 00:00
🚀 AI-assisted coding tools are transforming software delivery, but coding is just 20% of the process. The remaining 80% often slows teams down due to issues like code review backlogs and security scanning delays. Here are 10 AI prompts from GitLab to streamline the software lifecycle. They address challenges in code review, security, documentation, and planning, ensuring that improvements in individual productivity translate to team efficiency. Explore how AI can enhance your workflow and...
Source: GitLab Blog
Chandler Gibbons

How to clone a drive to an image with Clonezilla

2026-03-03 21:00
Need to back up your data effectively? Consider creating an image of your machine with Clonezilla! 🖥️ Image backups allow you to recover from hardware failures quickly. Instead of rebuilding a system from scratch, you can restore a byte-for-byte snapshot of your entire hard drive, including the OS and files. Clonezilla is a free, open-source tool that makes this process simple. Just download the ISO, create a bootable USB, and follow a few straightforward steps. For a detailed guide on using...
Jack Wallen

PRX Part 3 — Training a Text-to-Image Model in 24h!

2026-03-03 16:50
🚀 In the latest article, the process of training a text-to-image model in just 24 hours is explored. The team details the techniques and tools used to achieve this rapid training. 🔍 Key steps include data preparation, model selection, and optimization strategies that enhance performance. 💡 The article emphasizes the importance of efficient workflows in AI development. #AI #MachineLearning #TextToImage #Innovation #TechTrends