PhysicAI Arm

Product Features

  • Physical AI robot training equipment for imitation learning and reinforcement learning consisting of two 6-axis robot arms, intelligent robot controller, work cell base
  • Enhance mobility and scalability by placing leader robot and follower robot on separate aluminum profile base
  • GUI-based data view labeling replay is possible through monitor · camera · microphone included in leader robot
  • Configure view calibration·AR marker · segmentation · pose estimation pipeline through follower robot and two cameras in follower robot
  • Establish strong grip against lightingㆍlayout change through camera-based vision grasping
  • Support imitation learning and reinforcement learning on both leader and follower robot using intelligent robot controller integrated with ROS 2 open stack
  • Provide modelㆍdatasetㆍtoolchain integrated into PyTorch to easily reproduce and share real-world robotics AI
  • Consistently manage teleoperationㆍdataset standardizationㆍpolicy learningㆍevaluationㆍreproduction in a single framework
  • Support training experiment based on safety training, synthetic data generation, domain randomization through two-way synchronized simulation with real equipment
  • Starting with synchronized multimodal data, validating it on digital twin, and supporting safe learning and deployment on real equipment
  • Generative AI integration is possible, including diffusion policy, VLM/VLA, prompt-based control
  • Provide block pick-and-place examples based on teleoperation data collection and Behavior Cloning
  • Provide digital twin examples based on NVIDIA Isaac Sim

Layout

Training Contents

  • Physical AI & PhysicAI-Arm Pipeline Overview
  • ROS2 Basic & Interface Standardization
  • Vision Pipeline I — Camera Calibration
  • Data Collection Strategy & Quality Control
  • Behavior Cloning (BC) Baseline
  • Model Evaluation & Experiment Management
  • Diffusion Policy & Action Smoothing
  • Vision Pipeline II — Grasping Core
  • Isaac Sim Integration & Digital Twin
  • ROS2-based Deployment & Stabilization
  • Generative AI Integration

Components