Automating Terraform provider upgrades with GitHub Agentic Workflows

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Terraform provider upgrades often turn into a manual research exercise. You check the registry, read changelogs, scan the codebase for deprecated resources, update the provider version, add moved blocks, run a plan, and hope nothing breaks. Using GitHub Agentic Workflows, a Terraform MCP server, and reusable agents and skills, much of that preparation can be … Read more

Azure Diagram Agent Skill with Draw.io MCP 

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Learn how to generate Azure architecture diagrams automatically using Draw.io MCP and GitHub Copilot Agent Skills. Build consistent, readable diagrams directly from structured inputs and integrate them into engineering workflows.

Draw.io MCP for Diagram Generation: Why It’s Worth Using

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I started using Draw.io MCP to generate diagrams from structured input and keep them tied to code and infrastructure. Instead of manually arranging every shape, I can now generate a solid first draft in minutes, make deliberate edits, and commit it to Git. That simple change turns diagrams into living assets rather than throwaway images … Read more

Why You Should Use GitHub Agentic Workflows

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In my a previous blog post, I shared my early experience getting started with GitHub Agentic Workflows. I’ve known about GitHub Agentic Workflows for a few months, after spending more time using them, what stands out isn’t just the AI capability – it’s the operating model: You keep the reliability and visibility of Actions, while … Read more

Building Better Azure Terraform Modules with GitHub Copilot Agents and Skills

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If you’ve ever tried to put together a “simple” Terraform module for Azure, you’ll know it rarely stays simple. You start with a couple of resources. Then someone asks for tags. Naming has to follow Azure CAF. Security defaults need tweaking. Monitoring gets bolted on late. By the time you open a pull request, the … Read more

Running GitHub Copilot SDK Inside GitHub Actions

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Run GitHub Copilot SDK in GitHub Actions to automate tasks in your CI/CD pipeline. Learn how to build a PR review bot with consistent, structured output.

The Future of IaC: How AI Is Changing the Way We Build

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The future of Infrastructure as Code isn’t about writing more Terraform. It’s about teaching agents how your platform works, letting AI handle the repetitive parts, and spending more time reviewing intent instead of syntax. Here’s how agent skills, MCP servers, and natural language workflows are quietly reshaping IaC.

API Management – Disable Trusted Connectivity by March 2026

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If you are using Azure API Management service, you may get notified or see an Azure advisor recommendation regarding – Disable trusted service connectivity in API Management.  While reviewing Azure Advisor recommendations across multiple subscriptions, I noticed something interesting: only a subset of our API Management (APIM) services appeared in the advisor alerts. This prompted … Read more

Git Rail Control: An Interactive Way To Learn Git

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Ever wished you could practice Git commands without the fear of messing up a real repository? That’s exactly what I built – Git Rail Control, an interactive Git training platform that turns version control into a gamified learning experience with a rail operations theme. What is Git Rail Control? Think of it as a flight … Read more

Running HashiCorp’s Terraform MCP Server in GitHub Actions

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Run HashiCorp Terraform MCP Server seamlessly in GitHub Actions to ensure accurate provider schemas and smoother automation. Learn how in this guide today.