Articles by Category: Educational

Serve and benchmark Prithvi models with vLLM on OpenShift

2026-03-03 15:00
🚀 Dive into the world of AI with the latest article on serving and benchmarking Prithvi models using vLLM on OpenShift! The article outlines two main activities: deploying the Prithvi model with a traditional setup and utilizing KServe for dynamic scaling. Key prerequisites include a Red Hat OpenShift cluster with NVIDIA GPU support. Interested in testing your own Earth and space models? The guide provides detailed steps to get started! 🌌 #AI #OpenShift #MachineLearning #KServe #RedHat
Michele Gazzetti, Michael Johnston, Christian Pinto, Erwan Gallen

Building Slack agents can be easy

2026-03-03 13:00
Building Slack agents can be streamlined with the right tools. Slack’s interface allows for easy integration of agents without the need for a new UI. The process involves creating a Slack app, configuring settings, and deploying to infrastructure that meets Slack's response requirements. 💻 Using coding agents like Claude Code can simplify this process, guiding you through each step for a deployed agent in a single session. 📦 The Slack agent skill allows for custom implementations, real-time...
Source: Vercel Blog
Timothy Jordan

Tutorial: How to ship AI/BI Dashboard changes safely at scale with Databricks Asset Bundles

2026-03-03 09:32
🚀 Learn how to deploy AI/BI dashboard changes efficiently with Databricks Asset Bundles! This tutorial offers a step-by-step guide for analytics teams to build reliable and scalable dashboards, minimizing the risk of errors. Ensure your analytics processes are smooth and automated for successful outcomes. #Databricks #AIDashboard #BusinessIntelligence #Analytics #DataDriven

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2026-03-03 08:34
🚀 Check out the latest insights from our recent article! It covers key points on current trends and developments in the industry. The content provides valuable information for professionals looking to stay updated and informed. Don't miss out on these important takeaways! 📈 #IndustryTrends #StayInformed #ProfessionalDevelopment
DigitalOcean

Practical strategies for vLLM performance tuning

2026-03-03 07:01
🚀 Tuning large language models (LLMs) like vLLM involves balancing hardware, workload, and user experience. Start with a realistic test dataset to ensure accurate performance optimization. Tools like GuideLLM can help create benchmarks that reflect actual usage patterns. Key considerations include input/output shapes and memory utilization. Adjust GPU configurations to find the optimal balance for your specific needs. For more insights, check the full article! 📊💻 #vLLM #PerformanceTuning...
Trevor Royer

AWS Weekly Roundup: OpenAI partnership, AWS Elemental Inference, Strands Labs, and more (March 2, 2026)

2026-03-02 19:05
🚀 This week in AWS news: OpenAI and Amazon announced a multi-year partnership, with Amazon investing $50 billion to boost AI innovation. This includes a new Stateful Runtime Environment via Amazon Bedrock, enhancing developer capabilities. Additionally, AWS launched Security Hub Extended for streamlined enterprise security, featuring curated partner solutions with simplified pricing and support. For more details, check out the full article! #AWS #OpenAI #AIDLC #Security #CloudComputing
Source: AWS Blog
Micah Walter

How a simple team ritual drove a 34% jump in AI alignment

2026-03-02 14:25
Atlassian's Teamwork Lab explored how a simple team ritual, the retrospective, enhanced AI alignment. By incorporating AI discussions into existing retrospectives, they engaged 33 teams and found a 34% increase in alignment on AI usage. Participants reported greater confidence and understanding of AI's role in their work. You can adapt this approach to foster AI enablement in your own team! #AIAlignment #Teamwork #Retrospectives #Atlassian #Innovation 🤖📈💼
ckehayas@atlassian.com

Working With STM32 Arm TrustZone-Based Projects in CLion

2026-03-02 13:15
Unlock the potential of STM32 projects with Arm TrustZone technology! 🔐 This article explores how to effectively set up and work with STM32 projects in CLion, focusing on the secure and non-secure worlds introduced by the Arm®v8-M architecture. Key tools include CLion 2026.1 EAP, STM32 NUCLEO-L552ZE-Q board, and STM32CubeProgrammer. The project structure involves two subprojects under a superproject for shared code management. For a hands-on experience, check the showcase project on GitHub! 💻...
Jan Papesch

Your First Migration: Moving a Single Project From Jenkins to TeamCity Painlessly

2026-03-02 09:38
🚀 Considering a migration from Jenkins to TeamCity? This article by Rajkumar Venkatasamy outlines a methodical approach to transition smoothly. Start small by migrating a single standalone project to evaluate TeamCity’s features without disrupting your current workflows. Preparation is key—take inventory of your Jenkins job, document dependencies, and note performance metrics for comparison later. #DevOps #TeamCity #Jenkins #Migration #SoftwareDevelopment
Olga Bedrina

How to automate Ceph RGW user management on OpenShift with GitOps

2026-03-02 08:01
Unlock the potential of automated user management in Ceph RGW on OpenShift with GitOps! 📦✨ This guide provides a workflow using OpenShift GitOps and the external secrets operator for efficient object storage quota enforcement. Learn how to automate user account creation and manage quotas seamlessly. Key prerequisites include OpenShift Data Foundation, rook-ceph operator, and access to a Git repository. Explore how to bridge traditional storage management with modern GitOps practices! #Ceph...
Mohammad Ahmad, James Blair

Building Telco Reasoning Models for Autonomous Networks with NVIDIA NeMo

2026-03-01 07:00
🚀 Autonomous networks are a key focus in telecommunications, as highlighted by the NVIDIA State of AI report. 📊 65% of operators see AI driving automation, but many face challenges in AI expertise, hindering network scalability. 🤖 Tech Mahindra and NVIDIA are working together to bridge this skills gap by providing resources for building AI models that emulate NOC engineers. 🔧 Their approach includes generating realistic incident data and translating expert procedures into structured...
Aiden Chang

Designers’ workflow for shipping code

2026-02-27 21:47
🚀 Designers can enhance collaboration with engineers by shipping code directly! In the development of the Rovo Desktop app, a shift to "vibe-coding" allowed designers to refine UI elements directly in the codebase, improving productivity and craftsmanship. This approach helps eliminate lengthy handoff cycles and enables real-time testing of designs. However, designers should be cautious when making significant changes that could affect business logic or performance. #Designers #Coding...
Laura Huerta

Maximizing GPU Utilization with NVIDIA Run:ai and NVIDIA NIM

2026-02-27 17:00
Organizations deploying large language models (LLMs) face challenges with varying inference workloads. Small models may need limited GPU memory, while larger ones require multiple GPUs, leading to low utilization and high costs. Intelligent scheduling is key to enhancing GPU performance without over or underprovisioning. The article discusses NVIDIA NIM's containerized microservices and Run:ai's scheduling strategies that improve GPU utilization by nearly 2x and reduce latency significantly....
Shwetha Krishnamurthy

Keeping community human while scaling with agents

2026-02-27 13:00
At Vercel, we've developed a two-tiered agentic system called Community Guardian to enhance our developer community interactions. This system automates the routing of questions and manages admin tasks, allowing our team to focus on user support. The first tier handles operations independently, while the second tier, c0, aids in research by providing context and summarizing community feedback. In its early days, the Guardian supported 281 users and significantly improved our response...
Source: Vercel Blog
Pauline P. Narvas

The most-seen UI on the Internet? Redesigning Turnstile and Challenge Pages

2026-02-27 06:00
Cloudflare's Turnstile widget and Challenge Pages are seen 7.67 billion times daily, making them possibly the most-visible UI online. 🔍 To enhance user experience, Cloudflare undertook a redesign focusing on accessibility and usability for diverse audiences. This process involved extensive research and engineering efforts to accommodate increasing security demands without compromising user satisfaction. Learn more about their approach and the impact on users. 🌐 #UserExperience #WebDesign...
Marina Elmore

Build a Twilio + Zoho CRM Voice Integration

2026-02-27 00:00
📞 Learn how to integrate Twilio with Zoho CRM to log incoming voice calls directly in your CRM account. This tutorial guides you through the process, ensuring you capture both an audio and text copy of each call for better record-keeping. Follow along to enhance your CRM capabilities! #Twilio #ZohoCRM #VoiceIntegration #TechTutorial #Developers
Matthew Setter

Protect Your MCP Tools With Auth0 FGA in TypeScript

2026-02-27 00:00
🔒 Secure your Model Context Protocol (MCP) tools with Auth0 FGA and TypeScript! This article explains how to implement relationship-based access control for AI applications using OpenFGA. Learn to create an MCP server that authenticates users and filters access to tools based on permissions. Get started with FastMCP, Node.js, and Auth0 to enhance your MCP server's functionality. 🚀 #Auth0 #MCP #FGA #TypeScript #AIApplications
Source: Auth0 Blog
Raphael do Vale

Using LLMs to amplify human labeling and improve Dash search relevance

2026-02-26 17:00
🔍 Dropbox Dash enhances search relevance using a blend of human and LLM-assisted labeling. When a user queries Dash, it retrieves relevant company information and uses it to provide tailored responses. The search model learns from human-annotated examples, ensuring high-quality results. By combining human insights with AI efficiency, Dash effectively improves the search experience for users. #Dropbox #AI #SearchRelevance #TechInnovation #MachineLearning
Dmitriy Meyerzon

Making AI Prompts More Effective for SMBs

2026-02-26 15:37
Unlock the potential of AI for your small business! 🤖 The article emphasizes the importance of clear prompting using the Role-Action-Context-Output framework. This approach helps ensure you receive focused and useful responses from AI, rather than overwhelming information. For best results, assign a role, specify an action, add context, and clarify the desired output format. This strategy can enhance how SMBs leverage AI in their operations. #AI #SmallBusiness #Productivity #BusinessStrategy...
Ian Thompson

Making AI Prompts More Effective for SMBs

2026-02-26 15:37
Unlock the potential of AI for your small business! 🤖✨ To make AI your strategic partner, focus on effective prompting. Instead of vague requests, use the Role-Action-Context-Output framework. Start by assigning a clear role to AI, define the action needed, provide context, and specify the output format. This approach helps AI deliver more useful and relevant results. #SmallBusiness #AI #Productivity #BusinessStrategy #SMB
Ian Thompson

Observability platform migration guide: Prometheus, OpenTelemetry, and Fluent Bit

2026-02-26 15:28
🚀 Migrating observability platforms can be complex. The article outlines key strategies for using open-source tools like Prometheus, OpenTelemetry, and Fluent Bit. 📋 Start by defining success, identifying services, and determining essential dashboards and alerts for migration. Prioritize what truly matters to ensure a smooth transition. 🔄 Document ownership of services and known quirks to facilitate validation during the process. Open standards can simplify migration, but reaching them may...
Katie Greenley

Superuser Gateway: Guardrails for Privileged Command Execution

2026-02-26 14:30
Introducing Uber's Superuser Gateway! 🚀 This innovative system transforms risky manual commands into peer-reviewed, machine-validated changes, enhancing security and efficiency. Learn how you can implement similar guardrails in your own systems to improve command execution safety. 🔒 #Cybersecurity #TechInnovation #Uber #DataSecurity #Engineering

Upskilling in the AI Era | FY25 Purpose Report

2026-02-26 00:21
Cisco is prioritizing employee development in the AI era, as highlighted in the FY25 Purpose Report. The Cisco AI Readiness Index shows that many organizations face challenges in AI adoption. However, Cisco is committed to fostering a culture of continuous learning and experimentation in AI. Discover more about Cisco's approach to powering an inclusive future. 🌍💡 #Cisco #AI #Upskilling #EmployeeDevelopment #Innovation
Amanda Wolkin

Secure and fast deployments to Google Agent Engine with GitLab

2026-02-26 00:00
🚀 Learn how to deploy AI agents using Google Cloud's Agent Engine and GitLab! This tutorial guides you through configuring IAM, setting up CI/CD pipelines, and testing your agent. Agent Engine simplifies deployment by managing infrastructure, scaling, and integrations. Key benefits of using GitLab include automated security scans, native Google Cloud integration, and streamlined CI/CD processes. Ready to get started? Check out the full tutorial! #GoogleCloud #GitLab #AIAgents #DevOps...
Source: GitLab Blog
Regnard Raquedan

WebAssembly is everywhere. Here’s how it works

2026-02-25 19:00
WebAssembly (Wasm) is a binary instruction format enhancing web app performance, especially for data-intensive tasks. It works alongside JavaScript, which excels in interactivity but not heavy computations. Adopted by major platforms like Figma and Unity, Wasm became a W3C standard in December 2019. Its development addressed JavaScript's limitations in complex applications, evolving from earlier solutions like asm.js and Native Client. Explore how Wasm is shaping the future of web...
Jessica Wachtel

Getting started with Windsurf and CircleCI

2026-02-25 16:00
🚀 Discover the power of Windsurf and CircleCI in AI-assisted development! This tutorial covers the essentials, from setting up Windsurf and CircleCI to troubleshooting builds. It highlights how continuous integration ensures your AI-generated code is reliable and secure. Key steps include creating a CircleCI project and utilizing the powerful Cascade AI assistant. #Windsurf #CircleCI #AIDevelopment #ContinuousIntegration #CodingTools
Roger Winter

Migrating to Modular Monolith using Spring Modulith and IntelliJ IDEA

2026-02-25 12:40
Exploring the challenges of maintaining clean architecture in complex applications is crucial. Traditional package-by-layer approaches often lead to tightly coupled code, making it hard to manage. Spring Modulith, paired with IntelliJ IDEA, offers a solution by promoting modular monoliths. This helps developers create applications with clear domain-driven modules and explicit boundaries. The article uses a bookstore application example to illustrate these concepts. 📚 For those interested in...
Siva Katamreddy

Zero to Deploy: Launching Your Career at DigitalOcean

2026-02-25 08:14
🚀 Starting a career at DigitalOcean offers recent graduates a chance to make an impact from day one. Three first-year employees shared their experiences, highlighting mentorship, ownership, and working on AI infrastructure. Mitali, Isabel, and Yeshvanth tackled real projects that went live, improving customer experiences. The supportive culture fosters bold thinking and encourages curiosity, helping new hires develop essential skills for their careers. Explore opportunities to build your...
Sujatha R

How to use auto-instrumentation with OpenTelemetry

2026-02-25 08:01
🌐 Observability is essential in cloud-native development. Transitioning to microservices on Red Hat OpenShift complicates tracking requests, but OpenTelemetry (OTel) offers a solution. 📊 This guide highlights auto-instrumentation, enabling full-stack observability without altering source code. The Red Hat build of OTel simplifies the management and configuration of telemetry data. 🛠️ Key benefits include automated updates, code injection for various languages, and standardization across...
Robert Baumgartner

How to Know if Your AI Feature is Good Enough to Ship

2026-02-24 21:26
Navigating AI feature quality can be challenging for product managers. A new guide from Atlassian emphasizes moving from subjective assessments to objective evaluations. Key steps include defining "good enough" based on user outcomes, creating relevant datasets, and using reliable assessment methods. The guide highlights the importance of consistent and useful AI outputs, especially in critical workflows. For those involved in AI development, this is a must-read! 🤖📊 #AI #ProductManagement...
Christopher Cheung

From the Captain’s Chair: Kristiyan Velkov

2026-02-24 14:00
🚀 Meet Kristiyan Velkov, a Docker Captain and Front-end Tech Lead with over 10 years of experience in web development and DevOps. He uses Docker to build, test, and deploy front-end applications consistently. Kristiyan emphasizes clean Dockerfiles and effective CI/CD pipelines to enhance teamwork between developers and DevOps. As an author of four technical books, Kristiyan shares his knowledge through writing, open-source contributions, and mentoring. His mission is to help bridge the gap...
Source: Docker Blog
Jennifer Kohl

From Factory Floors to CyberSecurity: How Cisco Helped Me Build My Dream Career

2026-02-24 13:00
Pamela R. shares her inspiring journey from factory jobs to becoming a Technical Solutions Engineer at Cisco. After facing personal and financial challenges, she held onto her dream of working in technology. Her love for computers ignited in childhood, leading her to pursue a career in cybersecurity. Her story highlights the importance of perseverance and the support Cisco provided in achieving her goals. 🌟💻 #CareerJourney #Cisco #Inspiration #CyberSecurity #WomenInTech
Pamela Soto Romero

Beyond the Build Log: How TeamCity Provides Actionable Build Insights

2026-02-24 11:35
🔍 Build logs are essential in CI/CD but often overwhelming. TeamCity addresses this with structured log views and visual insights. 🛠️ Developers can easily navigate failures, spot performance regressions, and anticipate recurring issues, transforming logs into actionable insights. 📊 By rethinking build information presentation, TeamCity enhances clarity and efficiency in debugging. #TeamCity #CICD #BuildLogs #SoftwareDevelopment #DevOps
Olga Bedrina

#1 on Spider 2.0–DBT Benchmark – How Databao Agent Did It

2026-02-24 07:54
🚀 As of February 2026, Databao Agent has achieved the top spot in the Spider 2.0–DBT benchmark, highlighting its effectiveness in managing real dbt projects. The benchmark evaluates agents on their ability to read repositories, identify issues, and implement solutions while running code. 📊 Key improvements included providing better context and enforcing a reliable workflow, emphasizing that design is crucial for reliability. Explore how these engineering choices led to success in navigating...
Dmitrii Mikhailovskii

Use Global Hub to migrate managed clusters

2026-02-24 07:01
🌐 Red Hat Advanced Cluster Management for Kubernetes has made managed cluster migration generally available in version 2.15. Key improvements include: - **Installation**: Global hub agent can be installed easily. - **Auto-selection**: Use the Placement resource for managed clusters. - **Recovery**: Migration resumes automatically after pod restarts. - **Rollback**: Automatic recovery if migration fails. For detailed migration steps and examples, refer to the official documentation. #RedHat...
Yaheng Liu

Deploying Open Source Vision Language Models (VLM) on Jetson

2026-02-24 00:00
🌟 Vision-Language Models (VLMs) combine visual perception with semantic reasoning, enhancing AI capabilities beyond traditional models. The NVIDIA Jetson family is designed to support these advanced models, offering optimized performance for edge devices. This tutorial outlines deploying the NVIDIA Cosmos Reasoning 2B model on Jetson using the vLLM framework. #AI #NVIDIA #Jetson #VLM #OpenSource

Redesigning a Homepage in 20 Minutes: Figma MCP + Atlassian Design System MCP + Rovo Dev CLI

2026-02-23 21:29
Redesigning a homepage just got quicker! ⏳ Using Rovo Dev CLI and Model Context Protocol (MCP) servers, an entire homepage was transformed from Figma mockup to production-ready code in under 20 minutes. 🚀 This streamlined process connects Figma with the Atlassian Design System, allowing for rapid design extraction and code generation without the usual manual steps. Learn how this innovative workflow works and the tools involved in achieving this efficiency. #WebDevelopment #Figma...
Jovana Dunisijevic

AI User Experience Patterns

2026-02-23 17:43
In the evolving landscape of AI, chat-style interfaces are not always the best option for user interaction. The article discusses the need for software practitioners to rethink user experiences in AI, highlighting scenarios that can benefit from improved interactions. One innovative example is an AI form-filling feature developed for Atlassian’s Workplace Events team, streamlining the completion of complex forms while ensuring user control and transparency. The article further outlines four...
Dugald Morrow

Getting started with Claude Code and CircleCI

2026-02-23 16:00
🚀 Dive into the world of AI-assisted development with Claude Code and CircleCI! This tutorial covers everything from setting up your CircleCI project to connecting it with Claude Code for seamless workflow. The integration allows you to validate AI-generated code automatically, ensuring reliable development. Key highlights include: - Preparing your project - Validating pipeline configurations - Investigating build failures Get ready to enhance your coding experience! 💻🔧 #AI #Coding #CircleCI...
Roger Winter