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

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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Don't Pay A Cloud Provider; Run Deepseek V4 on Your Mac

May 18, 2026 By Speedscale In Speedscale

Learn more at speedscale.com.

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Run DeepSeek v4 LOCALLY on a Mac? #speedscale #openai #openclaw #deepseek #v4 #aiagents #aicoding

May 18, 2026 By Speedscale In Speedscale

Check out the full video below.

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Speedscale

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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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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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harness mainframe deploys

May 18, 2026 By Harness In Harness

This example hows how to use Harness CI/CD to build a Cobol application and deploy it to a mainframe running z/OS. We leverage IBM DBB and Wazi Deploy in this example.

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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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Claude Code Pricing In 2026: Plans, Token Costs, And What It Actually Costs to Use

May 18, 2026 By Lyne Carolyne In CloudZero

Claude Code costs $20–$200+/month depending on plan and usage. Compare Pro vs. Max vs. API pricing, see real-world cost estimates, and learn how to track AI spend at scale.

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CloudZero

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Best AI Governance Tools In 2026: Compliance, Security, and Cost

May 18, 2026 By Lyne Carolyne In CloudZero

An honest coverage of the best AI governance tools for 2026 including CloudZero, Credo AI, OneTrust, Grip, IBM and more.

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CloudZero

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Core Java vs Enterprise Java: Jakarta EE, Spring Boot & Modern Trade-offs [2026 Guide] | Harness Blog

May 18, 2026 By Dewan Ahmed In Harness

‍ When you're architecting an enterprise Java application, one decision quietly shapes everything downstream: runtime footprint, deployment pipelines, and how your platform team handles incidents at 3 a.m. For two decades, that decision was framed as Java SE vs Java EE. In 2026, that framing has quietly inverted.

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