The Stack Nobody Talks About

The model is not the system. The system is everything required to make model output selectable, constrainable, auditable, and stoppable. I spent a month building that system. Here’s what it actually looks like.

April 5, 2026 · 5 min · Joe Capozzoli

Your App Is Wearing a Platform's Clothes

You built an app. It worked. Then a second team showed up and couldn’t use it without inheriting every opinion you baked in. Congratulations, there’s a platform hiding inside your application.

April 2, 2026 · 4 min · Joe Capozzoli

I Almost Over-Engineered a Blog with AWS

I have three AWS certs, so my instinct for a personal blog was Beanstalk, Route 53, WAF, and a build pipeline. It needed a markdown file and git push. The credentials didn’t help me pick the right tool, they made it harder.

March 22, 2026 · 3 min · Joe Capozzoli

Who Watches the Watcher?

Code generation is a commodity. The defensible value is knowing whether the output is safe to ship, and almost nobody is building for that.

March 22, 2026 · 3 min · Joe Capozzoli