SMOKE: The Health check was green. That was the Problem.
A reflective look at using AI to turn production smoke testing from a risky manual checklist into a repeatable, evidence-based workflow.
Blog
Thoughts on GenAI, APIs, .NET, and engineering leadership.
REFACTOR with AI: From Feature Folders to a Modular Monolith
How I used AI to restructure a real .NET codebase into a modular monolith without turning it into microservices, over-engineering the architecture, or trusting AI blindly.
Useful Tools. Memorable UX.
Most terminal tools are useful. Very few are memorable. The difference often comes down to whether the tool reduces hesitation.
CLEAR instructions for GitHub Copilot
A practical beginner-friendly guide to writing GitHub Copilot custom instructions that reduce drift, improve repo fit, and cut cleanup.
Lets DRAFT with AI
A practical way to start using AI for day-to-day automation by breaking bigger workflows into small, validated pieces.