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G2i Inc.

Robotics ML Expert, AI

G2i Inc.

. Design, build, and iterate on MuJoCo simulation environments for robotics research and AI training .

Posted 4/21/2026contractRemote • Florida • 🇺🇸 United StatesMid-LevelSenior💰 $30 - $70 per hourWebsite

Tech Stack

Tools & technologies
PythonPyTorch

About the role

Key responsibilities & impact
  • Design, build, and iterate on MuJoCo simulation environments for robotics research and AI training
  • Implement and tune RL algorithms (PPO, SAC, TD3) to train agents on simulated tasks
  • Define reward functions, observation spaces, and action spaces that produce robust, transferable policies
  • Debug and optimize physics simulations — contact models, actuator dynamics, scene configs
  • Evaluate trained policies for stability, generalization, and sim-to-real transfer potential
  • Document environment specs, training procedures, and experimental results clearly
  • Collaborate async with research teams and stay current with advances in robot learning and embodied AI

Requirements

What you’ll need
  • Strong hands-on experience with MuJoCo (or via dm_control, Gymnasium-Robotics, or similar)
  • Solid understanding of RL theory and practical training pipelines
  • Proficient in Python + ML frameworks (PyTorch or JAX)
  • Experience defining reward functions for complex robotic tasks
  • Familiar with robot kinematics, dynamics, and control fundamentals
  • Can read and write MJCF/XML model files and understand their physics implications
  • Self-directed, detail-oriented, comfortable working independently in an async environment
  • Strong written communicator — a big part of this role is explaining your reasoning clearly

Benefits

Comp & perks
  • Identity verification
  • Weekly payment via PayPal or Stripe

ATS Keywords

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Applicant Tracking System Keywords

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Hard Skills & Tools
MuJoCoReinforcement LearningPPOSACTD3PythonPyTorchJAXrobot kinematicsrobot dynamics
Soft Skills
self-directeddetail-orientedindependent workstrong written communication