AI2 open-sources MolmoMotion: 4B VLM forecasting 3D point trajectories with code and data

rsasaki0109 · x · 2026-10-03

AI2 has open-sourced the MolmoMotion repo on GitHub. MolmoMotion is a 4B vision-language model predicting 3D point trajectories from natural-language action instructions: given a short RGB observation history, user-specified 2D query points with initial 3D positions, and a language description, it forecasts each point's 3D trajectory up to 2 seconds ahead. The repo ships the autoregressive (AR) variant from the paper, the MolmoMotion-1M training corpus, and the PointMotionBench evaluation suite, plus data-generation and robotics modules. The motion prior transfers to robotics planning and motion-guided video generation.

Related event: AI2 Open-Sources MolmoMotion for Language-Guided 3D Point Trajectory Prediction(3 posts)→

Original post →

More from Embodied

Embodied channel →