Principles are easy. Application is hard. I’ve written about intelligent Engineering principles and the skills needed to build with AI. But I kept getting the same question: “How do I actually set this up on a real project?” This post answers that question. I’ll walk through the complete setup, using...

Read on →

Principles are useful, but they don’t tell you what to practice. In my previous post on intelligent Engineering principles, I outlined the ideas that guide how I build software with AI. Since then, I’ve had people ask: “Where do I start? What skills should I build first?” This post answers...

Read on →

Same model, different tools, different results. If you’ve used Claude Sonnet in Claude Code, Cursor, Copilot, and Windsurf, you’ve noticed this. The model is identical, but the behavior varies. This isn’t magic. It’s context engineering.

Read on →

Software engineering is changing. Again. I’ve spent the last two years applying AI across prototyping, internal tools, production systems, and team workflows. I’ve watched it produce an elegant solution in seconds, then confidently generate code calling APIs that don’t exist. I’ve seen it save hours on boilerplate and cost hours...

Read on →