
Posted 3 months ago
AI Manipulation Engineer (human)
AI Summary
Designs and trains learning-based policies for robotic manipulation, focusing on multi-contact control and dexterous hand tasks using imitation learning and reinforcement learning on physical hardware.
About this role
Your mission & challenges
Policy Design & Training: You design and train the learning-based policies that map multimodal sensing, from vision and language down to raw tactile and IMU data, into smooth, precise, and safe hardware actions.
Multi-Contact Manipulation: You sit at the intersection of imitation learning, reinforcement learning, and physical deployment. Your problem is the hard one: multi-contact manipulation on real, underactuated, tactile-rich hardware.
Dexterous Hand Control: You teach NEURA's hands to manipulate the world with human-like dexterity
Collaboration & Execution: You work closely with ML, robotics, and software teams to deliver trained policies that work on the hands.
What we can look forward to
Master's or PhD in Robotics, Computer Science, Machine Learning, or a related field with a strong focus on robotic manipulation or reinforcement learning
Hands-on experience training manipulation policies with imitation learning or deep RL on physical robot arms or dexterous hands
Deep familiarity with GPU-accelerated simulation (Isaac Lab and Isaac Sim, or MuJoCo), including building custom environments and assets
Strong PyTorch, with experience using robot-learning libraries such as Stable-Baselines3, Ray RLlib, or LeRobot
Solid foundations in kinematics, dynamics, spatial transforms, and closed-loop control
Proficient Python and C++, clean reproducible code, Git, and Docker
Nice to have:
Experience with teleoperation hardware such as VR controllers, data gloves, or vision-based hand tracking
Experience training or fine-tuning VLA or diffusion-based architectures
Experience with tendon-driven or highly underactuated mechanical systems
Skills
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