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The Polylog AI Intelligence Brief

Morning Edition · Monday, June 22, 2026

Ai2's MolmoMotion Forecasts Object Trajectories in 3D From a Language Instruction

A vision-language model that predicts where marked points will move in world coordinates aims to give robot planners and video generators a reusable, learned model of how objects move (a motion prior).

Ai2's MolmoMotion Forecasts Object Trajectories in 3D From a Language Instruction

The Allen Institute for AI (Ai2) released MolmoMotion, a language-guided model that forecasts the future trajectories of points attached to objects within a 3D world frame. Given a video frame, a set of 3D points marked on an object, and a…

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Robotics Foundation Models for Embodied AI

Over the coming months, labs ship general-purpose robotics model suites that bridge vision-language understanding to physical navigation and manipulation, pushing foundation models into embodied action.