Yann LeCun Launches AMI to Challenge the LLM Paradigm with World Models

Yann LeCun, recipient of the 2018 Turing Award, has announced the launch of a new global artificial intelligence company, Advanced Machine Intelligence, or AMI, headquartered in Paris. Long regarded as a contrarian voice in the field, LeCun has consistently argued that the industry’s preoccupation with large language models represents a strategic dead end. In his view, language-based systems, while highly useful for text manipulation and coding, cannot by themselves deliver human-level intelligence because they lack a structured understanding of the physical world. AMI will therefore focus on so-called world models, systems designed to learn abstract representations of real-world dynamics across video, audio, and sensor data. Building on LeCun’s joint embedding predictive architecture, the company seeks to advance AI capable of reasoning and planning within complex physical environments, from industrial processes and robotics to autonomous systems.

LeCun also positions AMI as a third path in a geopolitical landscape dominated by US and Chinese technology giants. A vocal advocate of open-source AI, he has criticized the increasingly closed strategies of leading frontier laboratories such as OpenAI and Anthropic, while warning that reliance on a narrow set of proprietary or politically constrained models poses long-term risks for technological sovereignty and pluralism. AMI aims to provide an open, globally accessible platform that can be fine-tuned across linguistic and cultural contexts, thereby supporting diversity in AI systems comparable to diversity in the press. With offices planned in Europe and North America, and talent recruited from organizations including Google DeepMind and other major laboratories, AMI aspires to reorient the trajectory of advanced AI research towards foundational breakthroughs beyond the scaling of language models.