I recently debugged an MCP documentation search implementation running on .NET that was taking 18–25+ seconds per query. Far too slow for interactive use. The pipeline […]
Every MCP tutorial covers the same ground: add the NuGet package, register your tools, run the server. That part genuinely does work first time. What the […]
Terraform modules usually start with good intentions. A team wants consistency, there is some repeated Terraform, and a shared module feels like the obvious next step. […]
The easy part of AI-assisted coding is getting code produced, and that no longer feels like the real bottleneck. What becomes harder, and much more expensive, […]
After building a growing set of GitHub Copilot skills across areas such as Azure API Management, infrastructure as code authoring, and diagram generation with tools like […]
One of the things that used to slow me down when designing Azure architectures was the pricing question. You sketch out a solution, choose the services, […]
When I first built my Diagram Agent Skill with Draw.io MCP, the focus was Azure. That was deliberate. I wanted to solve one problem properly before […]
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, […]
If you’ve ever tried to create a cloud architecture diagram that’s both accurate and easy to read, you’ll know the challenge: Recently, I wrote about my […]