Physics-verified manipulation

Every step predicts a number, then measures it

A robot arm that states what its sensors should read before it moves, then checks whether they did. A camera can be fooled by an arm in the way. A load cell cannot be talked into believing a grasp that never happened.

Everything on this page is a recording of a real execution — captured frames, measured numbers, nothing staged. These runs were planned by a language model, which is what they show that the live simulator cannot.

Run the simulator live in your browser MuJoCo compiled to WebAssembly — same scene file, physics, IK and verification all executing in your tab, not replayed
Tier A load cell & force Tier B encoder Tier C vision
Robot workcell camera view
Ready
Bench load cell
Tray load cell
Wrist force
Gripper
What the planner was given — structured text, never pixels

Plan & verification ledger