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Applied AI·July 8, 2026·1 min read

I Built a Self-Improving AI, and So Can You

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Self-improving AI experiments moving into the hands of individual builders erode the moat of centralized frontier labs. For teams, the question shifts from “can we do this?” to “how tightly do we want to govern systems that can alter their own behavior over time.”