The 2024 Nobel Prize in Chemistry recognized Google DeepMind for AlphaFold's protein structure predictions. While neural networks solved a fifty-year-old problem, critics argue data-driven patterns aren't true scientific discovery. Researchers now push for models that reason through first principles. This shift determines if AI remains a tool or becomes a theorist.