Large language models have transformed how people interact with AI, but are they enough to achieve truly intelligent systems? Yann LeCun has long argued that the next breakthroughs will require machines capable of understanding the physical world, reasoning about their environment, and learning with far less human supervision. In this conversation, he shares his vision for the future of AI, the limitations of today's approaches, and the scientific challenges that remain unsolved.