The 2024 Nobel Prize in Chemistry recognized Google DeepMind for AlphaFold's protein structure predictions. While this neural network solved a fifty-year-old problem, it relies on learning from existing experimental shapes. True scientific discovery requires reasoning capabilities beyond pattern recognition. Researchers must now build models that derive new laws rather than interpolating known data.