Karpathy’s 10 Rules Are a Debugger, Not a Style Guide

The Karpathy CLAUDE.md self-check protocol isn’t just another set of AI coding rules—it’s an executable debugging layer that catches silent failures in agentic loops. What started as in one observed metric. That’s not a style guide—that’s a debugger for autonomous coding loops. If you’re building agentic AI products, see how we design reliable AI agents that don’t silently fail.