Notes from the messy middle

Guides to debugging and shipping AI-generated code

Practical, step-by-step writing for the point where a prototype becomes a real product: why generated code breaks at the seams, why an app works locally and not in production, and what “production ready” actually means. Every guide answers the question in its first paragraph.

9 articles shown.

Your AI-built app doesn’t need another prompt.

It might need an engineer.

If you’ve spent hours asking AI to fix the same problem and you’re going in circles, stop fighting the code. Send me what you’ve got — I’ll figure out what’s wrong and tell you what I’d do next.

No cleanup. No judgment. The messy version is usually the useful version.

Show me what’s stuck.

Don’t spend another six hours fighting the same bug. Send me the URL, repo, screenshot, error, or just tell me what you’re trying to make work. The messy version is fine.

Both open with a short template already filled in. I’ll take a look and tell you what I need.