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

From a $28,000 AI Bill to $0.60 Per Ticket

Jun 30, 2026 By Harness In Harness

Engineering teams are burning through AI budgets with nothing to show for it — $100M across 10,000 engineers and no cost per run, no cost per outcome, just a number that keeps climbing. When it runs dry, your infrastructure upgrade gets cut. Harness ties every AI token to the outcome it created: cost per run, cost per resolved ticket, and anomaly detection before the invoice hits. One customer went from a $28,000 black box bill to $0.60 per ticket.

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Cloud freedom with AI built in

Jun 30, 2026 By Civo In Civo

Most cloud providers give you the hardware and leave you to figure out the rest. Civo AI is different. Chief Innovation Officer Josh Mesout explains how Civo thinks strategically about AI adoption, guiding organisations through the full lifecycle from planning and infrastructure through to running and scaling workloads, powered by best-in-class NVIDIA GPUs.

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DRIVE Deep Dive: Delivery

Jun 30, 2026 By Ganesh Datta In Cortex

This is the first post in our DRIVE Deep Dive series. Over the coming month we'll examine each pillar of the DRIVE framework in turn, and map DRIVE against the frameworks engineering leaders already run on, including DORA and SPACE. For the complete model, download the full DRIVE framework.

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Cortex

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Autonomous Worker Agents: AI Agents in Your Pipelines | Harness Blog

Jun 30, 2026 By Jyoti Bansal In Harness

AI is writing more of the code. Software delivery, the work between writing code and running it in production, is where most of the day still goes. Building, testing, scanning, deploying, remediating, and operating still require the same, if not more, effort as before AI. Today, we're introducing Autonomous Worker Agents for software delivery: the platform for enterprises to build and safely run AI agents that handle the work between writing code and shipping it to production.

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Unlocking efficiency with Merge Queues in Bitbucket Cloud now GA

Jun 30, 2026 By Rajkumar Singh In Atlassian

Earlier this year, we launched Merge Queues in open beta to help teams automate, sequence, and validate pull request merges. During the beta period, we incorporated feedback from hundreds of teams to improve reliability and simplify configuration. Today, we are excited to announce that Merge Queues is generally available for Standard and Premium plans on Bitbucket Cloud.

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How Squirrel SharePoint Stubs Work: Technical Reference

Jun 30, 2026 By Mark In SmiKar Software

How Squirrel stubs behave in SharePoint - filename, extension, metadata, permissions, and restore mechanics. The 2026 technical reference.

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How to Choose a Cloud Migration Partner in New Jersey: What IT Leaders Need to Verify

Jun 30, 2026 By Matt Rosenthal In OpsMatters

A failed cloud migration does not announce itself in advance. Data loss, extended downtime, misconfigured security controls, and compliance gaps surface during or after the move, when reversing course is expensive and the business is already affected. For New Jersey organisations in financial services, healthcare, legal, and manufacturing, the stakes are high enough that choosing the right migration partner is at least as important as choosing the right cloud platform. The hard part is separating providers who can execute a migration cleanly from those who can describe one convincingly.

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OpsMatters

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Which Bugs AI Agents Fix Better With Traffic

Jun 29, 2026 By Ken Ahrens In Speedscale

In the first experiment, I wanted a baseline: if an AI coding agent gets the same production signal a human would get, can it fix bugs in a codebase it has never seen? Yes, but only when I gave it better context. With only an alert, the agent passed 51% of the runtime tests. When I added captured traffic, the actual request and response for the failing call, it climbed to 77%. This post is the second pass.

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Your AI App Passed the Vibe Check. Now What?

Jun 29, 2026 By CircleCI In CircleCI

Run a few prompts. Looks good. Ship it. According to Laurie Voss, that's still how a surprising amount of AI software gets tested.

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CI Can't Keep Up With AI | Blacksmith CEO & Co-Founder Aditya Jayaprakash

Jun 29, 2026 By Megaport In Megaport

AI coding agents are writing software faster than ever. But what happens when the systems responsible for testing and validating that code can't keep up? In this episode of Uplink, Michael Reid sits down with Aditya "JP" Jayaprakash, Co-founder & CEO of Blacksmith, to explore why continuous integration (CI) has become one of the biggest bottlenecks in modern software development.

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