Coding with AI feels less like just a new tool and more like a new way of thinking. Over the past few months, I’ve been refining the process for how I use AI to design and build ML, AI, and data science projects. It’s been equal parts experiment and discovery; I have outlined my approach...

In this ever-evolving world of software development, Noble’s coding principles remain remarkably relevant: 1️⃣ Someone unfamiliar with your project should be able to look at your computer files and understand in detail what you did and why. 2️⃣Everything you do, you will probably have to do over again. These rules — originally proposed in 2009...

Looking back over the past 20+ years, my coding style and experience have evolved dramatically. When I reflect on that journey, I see four distinct eras — each shaped by the tools, habits, and mindset of the time. Technology keeps evolving. And as it does, so do we.