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

From GPU Silicon to Business Metrics: The 8 Layers of GPU Observability

Apr 21, 2026 By Shekhar In Last9

GPU observability isn't one thing - it's eight connected layers from silicon to cost. See why correlation across layers is what cuts debugging from 2 hours to 2 minutes, and why most teams instrument only one or two.

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Redgate Test Data Manager Product Updates - April 2026

Apr 21, 2026 By James Hemson In Redgate

AI Classify reaches general availability this month, TDM gets a Docker image, and we’ve added a few things you’ve been asking for.

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Why Your CI/CD Pipeline Needs Deterministic Test Automation

Apr 21, 2026 By Syed Ahmed In OpsMatters

Most CI/CD pipelines have a testing problem that nobody talks about enough. The pipeline runs. The tests pass. The build deploys. And then something breaks in production that the test suite had no business missing. Not a flaky test, not an infrastructure issue. A real gap in coverage that existed quietly for weeks before it mattered. Here's the thing: the pipeline itself is usually fine. The problem is what's feeding into it.

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What the Warp Terminal Sends Home

Apr 20, 2026 By Josh Thornton In Speedscale

The terminal is a developer’s most trusted tool. It sees your source code, your secrets, the commands you run in production. When a terminal adds AI and cloud features, it’s worth asking what it’s doing on the network.

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Cloud Rightsizing: How To Eliminate Waste In 2026

Apr 20, 2026 By Lyne Carolyne In CloudZero

Cloud rightsizing matches resources to actual workload demand. Learn to find overprovisioned instances, cut waste, and automate savings.

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Claude Mythos: The End of Software Security? #speedscale #claude #aiagents #aicoding #devops

Apr 20, 2026 By Speedscale In Speedscale

Learn more: speedscale.com.

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Qovery Skill for AI Agents: Deploy Apps in One Prompt

Apr 20, 2026 By Romaric Philogène In Qovery

Use Qovery from Claude Code, OpenCode, Codex, and 20+ AI Coding agents.

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The GPU Metrics That Actually Matter

Apr 20, 2026 By Shekhar In Last9

Most teams monitor three GPU metrics - utilization, temperature, memory. There are 50+ that matter, and the ones you skip cause your worst outages. A vendor-neutral guide across NVIDIA, AMD, and Intel Gaudi.

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Diff-erent Perspectives: How Specialized LLM Personas Catch More Bugs

Apr 20, 2026 By Alex Kantor In Kosli

We’ve built a multi-LLM PR reviewer that runs on every pull request in a couple of our own repos. Two independent models look at each change in parallel, each wearing a set of “persona hats” tuned to a specific area of the codebase. They compare notes, duplicates get stripped out, and the PR author ends up with a single review comment rather than a wall of noise.

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Reducing Carbon Footprints in Data Centers: The AI-Powered Approach to Sustainability

Apr 20, 2026 By Rajan Sodhi In Hyperview

AI-powered DCIM brings a new era of sustainability to data centers. It offers tools that transform how facilities manage their energy use and carbon footprint.

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