Vibe Thinking - The Full Org Transformation

A team rolls out AI coding tools. There’s a workshop. A Slack announcement. Three sprints later, velocity is up - but barely. The team expected the sprint to transform. What they got was faster code sitting in the same slow queue.

I’ve seen this play out more than once now. And every time, the diagnosis is the same.

The developers got faster. The sprint didn’t.

That’s not a developer problem. That’s an org problem.




What Is Vibe Coding?


In February 2025, AI researcher Andrej Karpat