What if an AI system could propose a recipe for a new material that conducts electricity with zero resistance at room temperature—a holy grail for quantum computing and next-generation power grids? That’s the promise researchers are edging toward with new tools that connect large language models to the laws of physics, ensuring their suggestions don’t just look plausible in prose but actually hold up in the lab.