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Menlo Research

Research Engineer - Simulations

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In-Office
Singapore
In-Office
Singapore

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About Us

Our robots generate massive multi-modal data streams, from video, audio, proprioception, to control trajectories. To learn from this at scale, we build the simulation and data infrastructure that turns real-world and virtual experiences into structured data for embodied agents.
This role sits at the core of that system, creating the environments and data that power large-scale robot learning.

Role Overview

You will architect and maintain the simulations & data platform powering our robot learning stack, ensuring high-fidelity data capture, scalable synthetic data generation, and seamless real2sim/sim2real integration.

Responsibilities

  • Develop and maintain simulation environments for embodied learning and reinforcement learning: using tools such as Isaac Sim, Mujoco/MJX
  • Generate synthetic data at scale for vision, audio, and control tasks: integrate with model training pipelines (e.g., PyTorch, JAX, Ray, or RLlib)
  • Design multimodal data systems: structuring streams from sensors, cameras, IMUs, and actuators into training-ready datasets
  • Implement real2sim/sim2real adaptation techniques: domain randomization, latent-space alignment
  • Collaborate on policy learning loops: connecting simulation rollouts to real-world deployment for continuous improvement
  • Contribute to engine and infrastructure tooling: from low-level C++ optimization to high-level Python interfaces

Preferred Qualifications

  • C++ and/or Python proficiency
  • Experience with physics engines or robotics simulation software
  • Deep interest or familiarity with Robotics simulators: Isaac Sim, Coppelia, Genesis, Bullet, or RaiSim, etc.
  • Deep interest or familiarity with physics engines: MuJuCo/MJX, PhysX, Pybullet, or Havok, etc.
  • Deep interest or familiarity with tools: ROS, Moveit, etc
  • Bonus: Strong background in physics, graphics, or math
  • Bonus: Practical experience implementing Vision-Language Action Models in robotic systems

Bonus Skills

  • Built or contributed to robotic simulations or data systems.
  • Experience with foundation model data curation (tokenization, sharding, filtering).
  • Strong interest in enabling embodied AI through scalable data infrastructure.

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