DevOps & SRE
DevOps & SRE news — Thursday 29 October 2026
11 stories from 7 sources, every one in English. Each links to its publisher.
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Introducing the Context Quality Score (CQS): a new framework for measuring and optimizing AI context
Atlassian Blog
After 25+ years partnering with customers to unlock teamwork, we’ve seen firsthand the hardest challenge isn’t executing the task, but connecting the right context to the flow of work. And as AI takes on more work, the advantage isn’t a…
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Grafana 13.3 release: manage variables across dashboards, share findings with Notebooks, a UI refresh, and more
Grafana Blog
Grafana 13.3 is here, bringing more consistency and control to how you work across Grafana. Cross-dashboard variables help you manage shared dashboard controls from one place, while Notebooks let you capture and share findings from across…
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Bliki: LLM Voice
Martin Fowler
Sometimes when I read a post, I get the growing feeling that I'm reading the output of an LLM. I can't necessarily define why, although there are the common tells (it's not the em-dashes, it's the load-bearing tapestries). As I do this my…
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Why are good developers so wary of agentic development?
Martin Fowler
TL;DR Good developers’ caution about agentic development comes from knowing that built isn’t the same as working in production. I’ve been surprised by how many excellent developers have been hesitant to go all in on coding agents. These…
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Coding Agent Horror Stories: The CVE That Did Not Exist
Docker Blog
This is Part 6 of our AI Coding Agent Horror Stories series , where we look at real security incidents involving AI coding agents and at how Docker Sandboxes contain agent execution at the boundary rather than at the command line. Every…
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From Working Group to SIG Architecture: spotlight on AI Conformance
Kubernetes Blog
In this SIG Architecture spotlight we talked with Janet Kuo (Google) and Yuan Tang (TensorScale AI) about the journey of AI Conformance in Kubernetes, from the initial Working Group to the integration SIG Architecture as a subproject…
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A fresh look for Bitbucket Pipelines
Atlassian Blog
We’re refreshing the Bitbucket Pipelines experience to make it easier to read logs, find the steps you need, and navigate a pipeline run. The update focuses on the Pipelines list and Pipeline result pages. This is a visual refresh only…
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Why ITOps needs a governed automation foundation for AI
Red Hat Blog
Lately I hear many customers saying the same thing in different words—they added an AI layer to their environment, expected everything to get better, but haven't really noticed anything different yet.In practice, the addition I see first…
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GitLab Orbit is GA: Higher agent accuracy, lower token cost
GitLab Blog
An agent’s true cost isn’t only the tokens it burns. It’s the review that calls your code “safe to merge” after seeing the diff, but without any context on the pipeline. We call that artificial confidence, not artificial intelligence…
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GitLab Orbit: Find vulnerability blast radius without the manual hunt
GitLab Blog
A critical vulnerability needs a fix and a map. The fix is usually fast. Finding where the vulnerable component lives, who owns it, and whether it's exposed to the Internet is what costs you time. Most security teams piece that answer…
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Sovereignty debt: How APAC boards accumulate it and what it costs to repay
Red Hat Blog
Sovereignty debt is emerging as a critical board-level liability across the Asia Pacific (APAC) region. The concept of technology debt is not new. It has challenged organizations through successive technology cycles, from data analytics to…