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

kosli

Snyk vulnerability compliance with kosli evaluate trail

May 19, 2026 By Jon Jagger In Kosli
Kosli recently released kosli evaluate trail, a command that evaluates selected attestations in a Kosli trail against a Rego policy file. We used it to build a complete and useful solution for tracking Snyk container vulnerabilities for cyber-dojo (an open-sourced browser based online tool for practising TDD which Kosli uses for demos). You’ll read about what we built, why we built it, how we tested it, and specifically.
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puppet

Claude Mythos: Sorting Fact from Fiction and What It Means for Cyber Defense in 2026

May 19, 2026 By Puppet In Puppet
Claude Mythos may be wrapped in hype, but the core signal is real: AI is making vulnerability discovery much faster, which means defenders have less time than ever to patch and enforce secure configurations. The real risk isn’t just smarter models, it’s that security teams will face a flood of new findings while the window between disclosure and exploitation keeps shrinking.
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speedscale

From Traffic Context to Confirmed Fix in 3 Minutes

May 18, 2026 By Ken Ahrens In Speedscale
We’ve been building an AI agent that can take a production bug, find the root cause in captured traffic, write a fix, and validate it before a human reviews it. We call it Agent Factory. Last week we ran it on ourselves, against a real bug in our own production service. The first thing we did was get the workflow wrong.
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speedscale

Anatomy of the AI Software Factory: The Context Layer

May 18, 2026 By Speedscale Team In Speedscale
This is Part 2 of the AI Software Factory series. In Part 1, we established that the Agile methodology is buckling under the weight of “elastic code.” When AI agents can generate functionality in seconds, two-week sprints and manual task management become organizational bottlenecks. We introduced the concept of the AI Software Factory: a shift from managing human tasks to managing business intent through a “Funnel of Increasing Trust.” But a factory requires infrastructure.
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upsun

The sovereignty without toil guide: why compliance shouldn't require a Kubernetes tax

May 18, 2026 By Upsun In Upsun
True data sovereignty isn't about managing your own cloud accounts; it’s about where your data resides and how it is governed. By utilizing a unified configuration file to deploy on sovereign infrastructure like OVHcloud, Upsun provides standardized sovereignty without the complexity of “Bring Your Own Cloud”.
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DORA Metrics in the AI Era: Why Deployment Isn't Faster

May 18, 2026 By GitKraken In GitKraken
DORA metrics in the AI era reveal a paradox: PR volume is climbing, but deployment frequency is staying flat. In this talk, GitKraken's Director of Product Jeff Schinella breaks down why AI-accelerated code generation is creating a review bottleneck that your DORA metrics can't fully explain on their own. Jeff walks through how PR metrics (cycle time, first response time, code churn, and PR size) serve as the leading indicators behind your DORA data. If your deployment frequency is flat while PR counts go up, the bottleneck isn't your devs. It's your review capacity.
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razorops

The Hidden Cost of Kubernetes: Why Your Cloud Bill Is 40% Higher Than It Should Be

May 18, 2026 By Shyam Mohan In Razorops
The average enterprise running Kubernetes wastes between $2 million and $10 million annually — not from overspending, but from under-optimizing. This is the story of costs you can't see on your dashboard but that your CFO feels every quarter.
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