Everyone's Talking About AI Loops. They're Missing the Point.

The Ralph loop went viral. A bash while loop that runs Claude Code over and over. People saw it and lost their minds. “AI builds software while you sleep!” “Code now costs $10 an hour!” “Junior devs with AI > senior devs without it!” Cool headlines. But here’s the thing: almost everyone talking about this missed the actual concept. They saw the loop. They missed the engineering. The Meme vs. The Reality The viral version of this idea is: put AI in a loop, let it run, wake up to a finished product. The internet ran with it. YouTubers made videos. Twitter exploded. Everyone focused on the loop — the bash command, the while statement, the overnight execution. ...

March 2, 2026 · 8 min · Austin Johnson

How I Graduated from Spec-Based Vibe Coding to Agentic Engineering

In July of ‘25 there I sat, combing through the specs I generated with GitHub Copilot. I was working a contract for a real estate estimation company, and they needed my tool to scale their operations. The idea was pretty simple: how do we take AI and generate estimation reports? Most inspection reports are 80-95% repetition. They only require about 20% of human intervention — the rest can be done by an intelligent LLM. ...

February 17, 2026 · 10 min · Austin Johnson