Microduck RL provides reinforcement-learning environments for training behaviors for Pollen Robotics' small bipedal Microduck robot. It is built on mjlab with MuJoCo Warp and trains PPO policies at a 50 Hz control rate. The repository includes tasks for walking, standing up, sitting, kicking, rolling, skating, crouching, and other physical behaviors. Its sim-to-real setup models actuator physics, backlash, domain randomization, and reward design. Trained policies can be exported to ONNX and deployed through the separate Microduck runtime. Training normally uses CUDA hardware, while supported workflows can offload jobs to Hugging Face Jobs when a local GPU is unavailable.

Features

  • PPO reinforcement-learning training
  • MuJoCo Warp simulation environments
  • Walking and recovery behaviors
  • Skating, kicking, and rolling tasks
  • Sim-to-real domain randomization
  • ONNX policy export for deployment

Project Samples

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Categories

Robotics

License

Apache License V2.0

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Additional Project Details

Programming Language

Python

Related Categories

Python Robotics Software

Registered

2026-08-31