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The latest News and Information on DevOps, CI/CD, Automation and related technologies.

Getting started with Cursor and CircleCI: Adding AI to CI/CD workflows

AI coding assistants have transformed how developers write and debug code. But there’s a gap: these assistants often can’t see what’s happening in your CI/CD pipelines. When a build fails, you’re still stuck switching tabs, hunting through logs, and copying error messages back into your editor. What if your AI assistant could talk directly to CircleCI? In this tutorial, you’ll learn how to connect Cursor, an AI-powered code editor, to CircleCI using the CircleCI MCP server.

HAProxy Enterprise WAF Protects Against React2Shell (CVE-2025-55182)

On December 3, 2025, the React team announced a critical security vulnerability in React Server Components (RSC). Identified as CVE-2025-55182 (and covering the now-duplicate CVE-2025-66478), this flaw allows unauthenticated attackers to execute arbitrary JavaScript code on backend servers.

Data Visualization Trends 2025: Why AI-Generated Charts Are Gaining Traction in DevOps

Data visualization in DevOps has undergone a dramatic shift over the past few years, evolving from static dashboards into dynamic, context-aware systems that update as quickly as pipelines themselves. As teams manage more logs, metrics, dependencies, and distributed environments than ever before, the demand for faster insight continues to grow. That's one reason many engineering groups have started turning to tools like an AI graph generator to automate routine visualizations and surface patterns that humans often miss when juggling multiple services.

Blue/Green Deployment: The Two House Trick for Stress-Free Releases

You know that feeling right before you deploy? The mix of excitement, dread, and the quiet hope that production behaves this time? Yeah — we’ve all been there. That’s why we are big fans of blue-green deployment. It’s one of those DevOps patterns that sounds fancy but is actually just good engineering hygiene — and it can save your morning/afternoon/evening or let’s be honest, your late night.

Shopify Outage 2025: Rise of the Commerce Kaiju

It was a normal day in the land of eCommerce. Birds were singing, dashboards were loading, and merchants everywhere felt cautiously optimistic. Then the ground trembled. A tiny glitch. A flicker. A warning log no one read. And suddenly— BOOM! Shopify burst out of the digital ocean like a gigantic scaly beast that woke up on the wrong side of the server rack. Checkouts froze mid-purchase. Product pages stopped producting. Merchants stared blankly at blank screens. The Commerce Kaiju had arrived.

Which Observability Tool Helps with Visibility Without Overspend

If you’re trying to control observability spend without cutting visibility, the platforms that usually offer the best cost balance at enterprise scale are Last9, Grafana Cloud, Elastic, and Chronosphere — depending on the shape of your telemetry and the level of operational ownership you want.

Your Guide To Inference Cost (And Turning It Into Margin Advantage)

AI adoption is exploding, but margins aren’t. In fact, an MIT analysis reports that 95% of organizations have yet to see measurable ROI from GenAI. This gap becomes obvious as soon as teams push a model into production and usage begins to scale. For most workloads, the pressure comes after training. Every message, call, query, completion, or retrieval triggers compute behind the scenes. That real-time execution is what AI inference is all about.