Proteins are not fixed forms but living processes — and the tools we use to understand them must reflect that truth. Researchers at Japan's Institute for Molecular Science have extended AlphaFold3, the Nobel-recognized AI, beyond its habit of seeing only a single frozen posture, teaching it instead to witness the full choreography of shapes a protein performs. By introducing a repulsive force that steers the model away from its own prior answers, the team has opened a path toward drug design that honors the dynamic nature of life itself.