What worked, mistakes to avoid, and the occasional rant.

You don’t need to be a developer to ship software. Pick a problem, an AI assisted IDE, and the courage to build without asking for permission.

Our n8n automation was not working, no memory, generic AI. So I built a custom content pipeline using python and deploying to a Google Cloud server.