Posts tagged #self-improving-ai

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Jul 19, 2026

The Karpathy Loop & AI Arbitrage: Capturing Agentic Value

AI arbitrage is the spread between what an agent can now do autonomously and what the market still pays humans to do. The Karpathy Loop is how you capture it: Software 3.0, a self-improving read-evaluate-commit ratchet, the capability gap, and a blueprint for value capture.

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