Most of what makes a good engineer has not changed. AI just makes the gap between good and not-so-good engineers a lot wider.

AI sessions are stateless. The work is not. I built a plugin to close that gap.

How I went from using AI to write the occasional unit test to building entire products with it and reshaping how I run performance reviews.

Building the framework was the easy part. Getting dozens of teams to adopt it took a playbook, and AI is starting to rewrite that playbook.

Four principles and a lightweight system that got a platform team from AI-curious to AI-native in a few months.

What to expect if you work with me or for me.