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those of a symbolic deduction engine, allowing it to mimic human-like reasoning capabilities. By generating “fast, intuitive” ideas through the neural model and refining them with the “deliberate, rational” decision-making process of the symbolic engine, AlphaGeometry demonstrates an uncanny