Empowering Developers with Azure, Azure DevOps, GitHub & Terraform Insights
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.
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
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
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
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 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.
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
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
Run HashiCorp Terraform MCP Server seamlessly in GitHub Actions to ensure accurate provider schemas and smoother automation. Learn how in this guide today.
I had the chance to attend GitHub Universe in San Francisco, and wow – what a week. Between the keynote energy, hands-on demos, and meeting the people behind the tools we use every day. In this post, I’ll take you through some of the most exciting highlights, share my take on what they mean for … Read more