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Agentic CI/CD is Not Automation: Why the Distinction Will Define DevOps in 2026

There is a dangerous conflation happening across our industry right now. Teams are plugging LLM-powered agents into their deployment pipelines, calling it “agentic CI/CD,” and treating it as the next logical step after shell scripts and Terraform modules. It is not. Automation executes predefined instructions. An agent reasons about context, makes decisions, and takes actions that were never explicitly coded. If we continue treating intelligent agents like scripts, we will fail to build the necessary governance layer that defines this next era of CI/CD. That difference is not semantic. It is architectural, operational, and, if you get it wrong, catastrophic. Think about what happens when your Terraform plan runs. It reads state, computes a diff, and presents you with a deterministic set of changes. You review. You approve. You apply. The blast radius is knowable. Now think about what happens when an AI agent decides to scale down a service because it interpreted a cost anomaly as a ...
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Claude Code Can Now Run Your Desktop

For most of its short life, Claude has lived inside a chat window. You type, it responds. That model is changing fast. Anthropic recently expanded Claude Code and Claude Cowork with a new computer use capability that lets the AI directly control your Mac or Windows desktop — clicking, typing, opening applications, navigating browsers, and completing workflows on your behalf. It’s available now as a research preview for Pro and Max subscribers. The short version: Claude can now do things at your desk while you’re somewhere else. How it Actually Works Claude doesn’t reach for the mouse first. It prioritizes existing connectors to services like Slack or Google Calendar. When no connector is available, it steps up to browser control. Only when those options don’t apply does it take direct control of the desktop — navigating through UI elements the way a human would. Claude always requests permission before accessing any new application, and users can halt operations at any point. T...
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GitHub Copilot Pulls Drawstring On Tighter Developer Usage Limits

GitHub Copilot is popular. The AI-powered code completion tool (originally developed by GitHub and OpenAI) works to give software application developers a so-called “AI pair programmer” buddy that offers suggested code snippets and (when called upon) entire functions – and it happens directly within an engineer’s Integrated Development Environment (IDE) of choice. All of which means that GitHub Copilot isn’t just popular in terms of total usage; the tool is reporting an increase in patterns of high concurrency (individual developers performing similar operations, but more likely different developers requesting the same types of functions) and intense usage among power-users. No Foul Play, Probably The GitHub blog itself doesn’t necessarily point the finger at nefarious usage techniques – the team understands that spikes “can be driven by legitimate workflows” here – but indirect prompt injection (placing malicious instructions inside a public repository or pull request) could ex...
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Ten Great DevOps Job Opportunities

DevOps.com is now providing a weekly DevOps jobs report through which opportunities for DevOps professionals will be highlighted as part of an effort to better serve our audience. Our goal in these challenging economic times is to make it just that much easier for DevOps professionals to advance their careers. Of course, the pool of available DevOps talent is still relatively constrained, so when one DevOps professional takes on a new role, it tends to create opportunities for others. The 10 job postings shared this week are selected based on the company looking to hire, the vertical industry segment and naturally, the pay scale being offered. We’re also committed to providing additional insights into the state of the DevOps job market. In the meantime, for your consideration. LinkedIn PTC Boston, MA Principal DevOps Engineer $160,000 to $185,000 Lightfeather Alexandria, VA GCP Cloud/DevOps Engineer $160,000 to $180,000 Deloitte St. Louis, MO DevOps Engineer $110,00...
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Dynatrace to Acquire Bindplane to Process and Route Telemetry Data

Dynatrace this week revealed it has agreed to acquire Bindplane , a provider of a platform for pre-processing and routing telemetry data. Bob Wambach, vice president of market and customer insights for Dynatrace, said the addition of the Bindplane platform will further accelerate a rapid expansion of the log management capability that Dynatrace already provides. However, instead of requiring all telemetry data to be processed in the backend on its observability platform, IT teams will have the option to pre-process that data to reduce costs and streamline workflows, he added. Additionally, Dynatrace is committed to ensuring the Bindplane platform remains agnostic after the acquisition closes this month, which means IT teams will be able to route telemetry data to multiple backend systems, noted Wambach. While there has been some debate over the merits of using, for example, an OpenTelemetry agent to pre-process telemetry data, the massive expansion of the amount of telemetry data ...
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CloudBees Delivers on AI Promise to Improve Application Testing

CloudBees has made generally available an add-on for continuous integration/continuous deployment (CI/CD) platforms that uses artificial intelligence (AI) to determine which tests should be run first based on the likelihood there will be a failure. Shawn Ahmed, chief product officer at CloudBees, said CloudBees Smart Tests eliminates the need to run an entire testbed. Instead, this extension to a CI/CD platform surfaces which specific tests are likely to fail, which allows a DevOps team to run them first rather than waiting hours, or sometimes even days, to run an entire suite of tests, noted Ahmed. Additionally, DevOps teams can run those tests in parallel to further reduce the amount of time required to vet an application workload, which in turn reduces the overall amount of CI/CD processing overhead, added Ahmed. That capability is now especially critical in the age of AI as the amount of code being generated continues to exponentially increase, he noted. In fact, because most...
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How Much Is That AI Subscription In My Windows?

Inference might be agreed to be the new battleground where the next AI winners emerge, but even before we reach that brave new frontier, the fight is on at the intelligence cash register. The fight for licensing and subscription deals continues apact this month. Anthropic’s popular Claude Code has been at the forefront of many issues in this space with developers reportedly using up their entire month’s usage limits in days, sometimes even hours. Single Prompt Sinkhole Claude Code user Pristine_Ad2701 posted on Reddit to explain that their $100 plan was almost swallowed up by a single simple code requisition prompt. “One prompt and it uses 37% [of my] 5-hour limit, after writing literally NORMAL things, nothing complex, literally, CRUD operations, switching to sonnet, it was currently on 70%,” they wrote. None of which really tallies with what the company is stating in official terms. According to an SSD Nodes blog, “According to Anthropic’s own data, the average Claude Code u...
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