Google DeepMind's Tom Zahavy argues in a new position paper that LLMs lack the cognitive mechanisms required for true scientific discovery. He claims these models cannot create entirely new concepts. Instead, Zahavy suggests that world models offer a more viable path toward autonomous innovation. This critique highlights a fundamental architectural gap in current generative AI.