karpathy

Karpathy Proved It — AI Agents Without a Validation Harness Will Fail Every Time

Karpathy's March of Nines math is brutal: 90% accuracy sounds great until you chain 10 steps and get 35% success. Here's how we built a 32-check Validation Harness to fix it.