The Universal Manipulation Interface (UMI) research from Nvidia/Stanford spawned Joles, a unicorn startup improving the wearable gripper design for high-fidelity human demonstrati…

Sunday is the second unicorn from UMI research, developing three-finger data gloves that capture high-dimensional human dexterity for robot policy training without teleoperation b…

Tesla's FSD demonstrates the only proven scalable data collection paradigm: ambient, frictionless human driving data uploaded automatically at millions of hours per year — the 'FS…

Waymo's autonomous driving fleet creates the same category-defining physical data flywheel as Tesla, providing the scale of real-world interaction data needed to train generalist…