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

Environment support in Terraform Provider for Kosli - v0.2.0

We’re excited to announce support of physical environments in the Terraform Provider for Kosli! What’s Included Environment Management: Full lifecycle support for creating, updating, and managing physical environments types: K8S, ECS, S3, docker, server, and lambda. Manage legacy environments as IaC: Import your existing physical environments to have Terraform manage them.

How To Design AI-Native SaaS Architecture That Scales Without Killing Your Margins

AI-native SaaS products aren’t failing because the models are bad. They’re failing because the architecture can’t keep up with how AI actually behaves in production. What looks affordable in staging can erode your margins once real customers, workflows, and automation come into play. Designing AI-native SaaS architecture is now as much a margin decision as it is a technical one.

Rovo Dev Code Review in Bitbucket and GitHub | Bitbucket Blitz | Atlassian

The demo portion of a recent webinar I did shows how to setup, configure, and use Rovo Dev code review in both Bitbucket and GitHub. Learn how to add custom coding standards to your repositories and see Rovo Dev check for the specific things you care about during code reviews. Learn how to add acceptance criteria to your Jira work items and see Rovo Dev verify them during code reviews.

dotConnect for Dynamics 365 | Secure C# ADO.NET connection with ORM support

Integrate Microsoft Dynamics 365 into your C# .NET applications with dotConnect for Dynamics 365—a powerful, high-performance data provider built for secure enterprise connectivity. From workflow automation to CRM data synchronization, dotConnect enables reliable access with seamless Visual Studio integration and advanced ORM support for modern development workflows. Chapters: Try it free for 30 days and see why thousands of developers trust dotConnect for Dynamics 365 in mission-critical environments.

#053 - The Road to Distributed AI and Kubernetes Infrastructure with Matt Butcher (Fermyon) & Ari...

They share their professional origins, highlighting how Kubernetes transitioned from a complex tool for experts to a foundational technology for global enterprises.. Part of the conversation focuses on the history of Helm, explaining its growth from a simple hackathon project into a standard package manager. Another part takes on the future of distributed computing, specifically how Akamai is integrating infrastructure as a service to support modern workloads.

Syslog Checks: How to find Insights in the Data Flood

Every SysAdmin knows the feeling. They are swimming in logs—terabytes of them. Every daemon, service, and kernel subsystem religiously writing their activities to syslog. The data exists. The signals are there. Yet, somehow, incidents still are still unpredictable. How is this even possible? Here's why this happens: Traditional syslog infrastructure was designed for storage and retrieval, not detection and response.

Why Your Company Will Be Running OpenClaw Next Year

You’ve probably heard of OpenClaw. Maybe you’ve seen the demos where an AI agent opens a browser, navigates to your CRM, fills in a form, and files a support ticket. No API required. Maybe you thought “that’s cool but I’d never run that at work.” Your employees already are. According to Permiso’s research, 22% of enterprise customers have employees running OpenClaw without IT approval.

How AI Coding Is Breaking Synthetic Data Generation

Traditional synthetic data generation approaches, still called “Test Data Management” (TDM) by legacy vendor, were designed for a world where applications were monolithic, databases were the center of gravity and change happened slowly. The world looks a lot different now. Modern systems are distributed, often times event-driven, and increasingly powered by streaming data and AI agents. In this environment, batch-oriented synthetic data generation fails to capture how systems actually behave.