The MolmoMotion framework predicts future 3D poses of objects based on natural language descriptions. It integrates a vision-language model with a motion prior to handle complex spatial reasoning. This approach allows Hugging Face researchers to generate precise trajectories without manual labeling. Practitioners can now better simulate physical interactions in 3D environments.