Research & Development

Records of our research and development

Real-robot video of handkerchief folding with a dual-arm robot
  • SO-ARM101
  • Imitation learning
  • Real-robot testing

Teaching a dual-arm robot to fold a handkerchief

Trained on 100 demonstrations, ACT folded a handkerchief into quarters in 37 of 40 trials under the same cloth and placement conditions. Failures with different patterns or positions show the limits we are investigating on the real robot.

Video for checking robot movements in simulation
  • Reinforcement learning
  • Evaluation
  • Reward design

From Replicating RL Token to Reward Design with Humans and AI

An experiment teaching a robot to move oranges onto a plate revealed that its success metric measured proximity instead. Human video review led to revised success criteria, rewards, and AI audit questions. Here is what was verified and what remains unresolved.

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