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The author argues that human-designed structural frameworks for AI agents should be replaced by AI-engineered ones, introducing a Three Regimes Framework to show how this shift unlocks mid-sized model capabilities. Citing projects like Meta Harness, they predict an imminent transition where AI will autonomously optimize its own system architecture.