
Two Ways to Make AIs Work Together
Karpathy built a system where AIs rank each other. I built one where they challenge each other. Here's what I learned from both.
Thinking out loud about artificial intelligence, developer tooling, philosophy, and the gamification of everything. In the age of autogeneration, taste scales better than models.
Thoughts that seemed brilliant at 2am

Karpathy built a system where AIs rank each other. I built one where they challenge each other. Here's what I learned from both.

The technical architecture behind AI that can actually think step-by-step, revise its mistakes, and call for backup when stuck.

That moment when Claude confidently rewrites the same broken code for the fifth time. Here's why it happens—and what we're doing about it.