Finally, I've fixed my AI workflow

Ariel Onoriaga — Fri, 08 May 2026 12:36:10 +0000

I think most developers are approaching AI coding the wrong way

I used to think AI coding quality was mostly about the model.

Better model = better code.

After building my repo, I don’t think that anymore.

I realized AI usually writes bad code for the same reason humans do:

So instead of focusing on prompts, I focused on the repository itself.

The real question became:

That completely changed the results.

The AI stopped generating random boilerplate and started producing code that actually felt:

I noticed:

And honestly...

This repository changed how I see software architecture.

I think one of the most valuable engineering skills in the next few years won’t just be writing code —

Repo: