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

How to route incidents based on what their payload says

Every incident arrives with a payload, and that payload usually tells you far more than whether something broke. It points to which service is affected and how serious the issue looks. It also carries context about which customers are on the receiving end of that failure. The service name, severity, customer context — all of it can feed directly into routing decisions. This guide explores how to read those parts of the payload and use them to route incidents automatically.

Automating Employee Offboarding: Simplicity Just One Click Away

Employee offboarding looks simple from the outside. Someone gives notice, HR processes the paperwork, and IT handles the rest. In practice, "the rest" is where things get complicated. A single departure can touch dozens of systems, and the handoffs between them (between HR and IT, between tools, between teams) are exactly where access stays on longer than it should, steps get missed, and audit findings show up months later.

Announcing the Next Chapter for Bitbucket Pipelines Runners

In December 2025, we announced our intention to introduce pricing for self-hosted runners so we could provide stronger support and keep investing in new features and ongoing improvements. You’ve told us that having a free option is important. As a result, we’re introducing a new operating model that lets you continue using self‑hosted runners for free with the option to upgrade to a paid premium runners tier as your needs grow.

In a world built by code, design lives between the lines

Design is the art of solving problems; open source makes that visible. In this video, Open Source Designer Eriol Fox dives into the pragmatic world of design and usability within the FOSS ecosystem. We discuss how product designers and user researchers are driving long-term software sustainability through accessibility and smarter design.

Feature Friday: How to Track GitHub Copilot Adoption with Cortex Scorecards

Are you getting the most out of your GitHub Copilot investment? In this week's, Cortex Engineer Aaron Warrick demonstrates how to turn "AI adoption" from a buzzword into a measurable metric. Using the CQL (Cortex Query Language) Query Builder, you can now pull real-time GitHub Copilot data into your service maturity scorecards. In this video, we cover: How to use the new AI Tools Analysis in the CQL Query Builder.

Rob Zuber on quality, metrics, and what it means to move in the right direction at CircleCI

In this episode of Braintrust, Cortex co-founder and CTO Ganesh Datta sits down with Rob Zuber, CTO at CircleCI. Rob shares how the industry's move away from dedicated QA has cost teams more than they realize, and explains how AI is changing what good software quality actually looks like.

The Secret to 10x Faster API Testing #speedscale #apitesting #api #automation #production

Stop living in the past. See how to use real production traffic to automate your API testing with zero code changes. Replay real-world patterns in your CI/CD and catch regressions before your users do. Learn more: speedscale.com.

QA, AI, and the return of the adversarial mindset

The best QA engineers are always asking themselves (and others around them) what might break. When engineering teams shifted to agile delivery, that mindset largely moved out of dedicated roles and into the background. Automated testing took over the repetitive work, developers owned quality end-to-end, and velocity improved. What didn't carry over was the habit of looking at a feature and asking how a real user, an edge case, or unexpected load might expose it.

Arazzo vs Traditional Chatbots: What Actually Works?

What happens when you give an AI agent hundreds of API endpoints and hope it figures out the right workflow? Spoiler: it nearly gets it right... but never reliably. In this talk, Frank Kilcommins (Head of Enterprise Architecture at Jentik and co-author of the Arazzo Specification) breaks down why API documentation quality is the core knowledge problem holding agentic systems back (and how Arazzo solves it).