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Optimizing the OpenTelemetry Python SDK for LLM Workloads

Agentic workloads thrive with precision tooling. Just like developers, they need the rich context, high cardinality, and fast feedback loops that allow them to ask exploratory open-ended questions of their code. But instrumentation is costly, and from the dawn of software, developers have tried to do the most possible with the least amount of resources.

AI Factories Will Be Won on Efficiency: Why the Kubex + Rafay Partnership Matters

The early era for AI was defined by experimentation, standing up isolated environments, and finding the first practical use cases. Today, the conversation is different. Enterprises are no longer asking whether AI matters. They are asking how to scale it sustainably, securely, and economically. That shift is giving rise to the AI factory: a repeatable, governed, production-ready environment where data scientists, platform teams, and application teams can build, train, deploy, and operate AI at scale.

From Stack Trace to Probable Cause: AI Root Cause Analysis Is Here

You know the drill. An error fires, you get the stack trace, and then you spend the next 45 minutes tracing it backward through four services, two config files, and a deploy that happened three hours ago. You eventually find the root cause, but the path to get there was manual, slow, and entirely dependent on how well you already knew the codebase. We built AI-powered root cause analysis (RCA) for that kind of slog.

(AusBiz) JFrog teams up with Nvidia to manage AI agents

AI agents are making real-time decisions inside enterprises right now; pulling code, accessing tools, executing tasks. But most businesses have zero visibility into what those agents are actually using. In this interview on @ausbizTV, Sunny Rao, SVP APAC at JFrog, explains why the governance gap is one of the biggest risks facing enterprises today; and how JFrog and NVIDIA are building the trust layer to fix it.

How to Monitor a Shopify Store with Playwright and Checkly

This is a guest post by Vince Graics, Staff QA Engineer at World of Books. If you're running a Shopify storefront and want reliable synthetic monitoring, you'll hit a wall. Shopify's bot detection doesn't care that your headless browser is friendly; it sees datacenter IPs and acts accordingly. Cart API calls get hit with 429 rate limits, Cloudflare challenge pages pop up mid-check, and you're left wondering whether the bug is in your code or in the platform fighting you.

The quiet problem underneath modern software delivery: database change at scale

Application delivery has accelerated over the last decade. Modern CI/CD pipelines, automated testing, and cloud infrastructure have already raised the baseline. Now AI-assisted coding tools are compressing timelines further still - developers are writing and shipping code faster than ever.

Top causes of chemical pump failures and how to prevent them

Spotting the early signs of failure in your chemical pump, storage and pipework systems is key to preventing pump catastrophes of all kinds. Pump failure doesn't just happen overnight; there are always warning signs that shouldn't be ignored. If caught early, you can prevent any costly repairs, minimise downtime of machinery and plant, and avoid accidents or injuries.

Why Fast Charging Matters More Than Ever When Choosing a Smartphone

A few years ago, battery life was the only charging-related spec most people cared about. Today, that is no longer enough. Even if a phone lasts all day, many users still want the confidence of knowing they can top it up quickly before leaving home, heading to work, or catching a train. That is why fast charging has become one of the most practical features to compare when buying a smartphone.

Pest Control Considerations During Home Renovation Projects

Building a dream home or updating an old space is an exciting journey. Most homeowners focus on paint colors, flooring choices, and new fixtures. It is easy to overlook what might be hiding behind the drywall or under the floorboards. Construction projects often stir up more than just dust. Renovations can create unexpected pathways for intruders. When you open up walls or pull up old carpet, you might find some uninvited guests. Planning for these issues early keeps your project on track and your future home safe.

Getting more out of Playwright CLI: a practical guide for QA and DevOps teams

If your team runs Playwright tests in CI, you already know the npx playwright test drill. It works fine until your suite crosses a few hundred tests. Then things get messy. Flaky reruns stack up. Debugging means downloading trace zip files and opening them on your laptop. Reports? Static HTML files that people stop checking after day 3.