scientific discovery

Turing Award winner Richard Sutton argues that conventional generative AI cannot perform real scientific discovery without built-in evaluation loops, citing systems like AlphaGo and AlphaProof as models that enable genuine creativity. This constraint on generative AI capabilities shapes expectations for AI's role in materials discovery and rare earth research.