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In this paper, we study AI-Generated Science (AIGS), where agents independently and autonomously complete the entire research process and discover scientific laws. By revisiting the definition of scientific research ( Popper, 1935 ), we argue that falsification is the essence of both human research process and the design of an AIGS system.