8/ Karpathy’s roadmap is harder—but real. He lays out how to: • Structure validation loops
• Control agent sprawl
• Constrain generation for checkability It’s not sexy. It’s buildable.
Karpathy’s Practical Roadmap to AI Agent Control and Validation
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