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

The bare metal problem in AI Factories

As AI platforms grow in scale, many of the limiting factors are no longer related to model design or algorithmic performance, but to the operation of the underlying infrastructure. GPU accelerators are key components and are responsible for a large part of the total system cost, which makes their continuous availability and stable operation critical to the output and efficiency of the entire AI platform.

Update Management, Content Hub Expansion, and KQL Support

The latest VirtualMetric DataStream release introduces several important capabilities across platform security, data management, and operational workflows. This update strengthens access protection, simplifies infrastructure management, and expands the ways security teams can work with live telemetry. It also extends platform connectivity and improves the user experience across many areas of the interface. Let’s take a closer look.

The fallacy of complacent distroless containers

Join us on our deep dive into Chisel: the tool that brings enterprise-grade traceability to ultra-minimal container images. In this video, we explain why Chisel was created, and how it helps address security challenges in modern container images. We cover why container images often include unnecessary software and dependencies, why building minimal distroless containers can be difficult, and how missing metadata can lead to false confidence in vulnerability scans.

Why DevOps and SRE Teams are replacing 3-4 monitoring tools with Atatus?

Your on-call engineer gets paged. A critical service is down. Error rates are spiking. They open Sentry for errors. Flip to Grafana for metrics. Pivot to Kibana to search logs. Then jump to Lumigo, but that only covers the Lambda functions, not the Node.js backend throwing the actual errors. Three tabs become five. Five become eight. Half the incident is gone and your team is still piecing together what happened instead of fixing it. Sound familiar?

When Faster Code Starts to Break the Delivery System | Harness Blog

Speed is exposing the cracks. Our research shows that 69% of heavy AI users now face frequent deployment issues. To capture the ROI of AI, leaders must shift focus from code generation to delivery modernization. standardizing foundations and automating the "manual middle" that leads to developer burnout. Over the last few years, something fundamental has changed in software development.

How to set up Alert Routing rules effectively

Different incidents need different levels of attention. Some need a phone call at 3 AM and others can wait until morning. Alert Routing rules are what let you act on that understanding without doing it manually every time. An effective routing setup does three things: Getting all three of these working is what makes a routing setup useful.

Infrastructure Under Scrutiny: Turning Visibility into Cost Control

A practical discussion with infrastructure leaders on how visibility is shaping cost control, renewal planning, and financial accountability across hybrid environments. Runtime: 41:32 The conversation around infrastructure has shifted. IT teams are no longer measured only on uptime or performance.