Robotics Weekly

Boston Dynamics gives Atlas hands that lift a fridge

Atlas got 13-degree-of-freedom hands that are directly actuated, not tendon driven, and Chris Paxton says they can still carry a 100+ lb fridge. His read on the tendon-driven competition: it may be nerd-sniping.

Shown this week

Boston Dynamics gives Atlas 13-DOF hands built for sim-to-real RL

Boston Dynamics announced new Atlas hands with 13 degrees of freedom, directly actuated and designed for high fidelity simulation so policies can be trained in sim and run on the robot.

Chris Paxton
@chris_j_paxton
X
I'm cautiously optimistic about many of the tendon-drive hands coming onto the market (proception is so cool!) but sometimes I worry it's a bit of nerd-sniping.
Oct 1, 2026 · View on X

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Paxton says Mind-1's fast humanlike videos are probably not teleop

MindOn posted Mind-1, pitched as physical AI running at human speed, and Chris Paxton says the videos are consistently mind blowing: very fast, smooth, humanlike motion. He says he is fairly sure it is UMI-style work (training from handheld human demonstrations), not teleop data, and wants to know more about the stack.

Chris Paxton
@chris_j_paxton
X
Fairly sure this is UMI-style work, not teleop data.
Oct 1, 2026 · View on X

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Teleop and other arguments

Researchers fight over whether RL should replace IK entirely

Qiayuan Liao argued that any online optimization for low-level control, including inverse kinematics (solving joint angles for a target position), should be abandoned in favor of an RL policy, which he says tracks more precisely and handles unknown disturbances, especially on low-cost hardware.

Chris Paxton
@chris_j_paxton
X
The future clearly is not in model based control, even for wheeled robots
Oct 1, 2026 · View on X

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