Yann LeCun’s lecture at ETH Zürich outlining his vision for the next generation of artificial intelligence. He contrasts current autoregressive LLMs with energy-based world models capable of reasoning, planning, and understanding causality, arguing that true machine intelligence requires learning from passive observation rather than simple next-token predictions.