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Menlo

Physical AI and robotics software

Researcher, Locomotion

Robotics & Autonomous SystemsConfirmed live in the last 24 hours
Full-timeNo salary listedHybrid

About the Job

Requirements

  • Deep hands-on experience with reinforcement learning for continuous control, legged locomotion, or whole-body control.
  • A track record of deploying learned policies on real robots, not only in papers or simulators.
  • Strong command of a physics simulator such as MuJoCo, Isaac, or similar, including reward shaping and domain randomization.
  • Fluency in Python and modern reinforcement learning tooling, and comfort with a ROS2-based control stack.

Responsibilities

  • Design, train, and ship reinforcement learning policies for bipedal and whole-body locomotion on Asimov.
  • Own the sim-to-real pipeline end to end, building on zero-shot sim-to-real work so an initial hardware run is well prepared.
  • Improve balance, gait, and recovery behavior so it withstands pushes, slips, and uneven ground.
  • Build and refine reward design, domain randomization, and training environments in MuJoCo.
  • Close the loop between simulation and hardware using real robot telemetry, and feed observed failures into subsequent policies.
  • Work closely with hardware, controls, and manipulation researchers on whole-body control.
  • Open-source work where possible and document findings for the community.

Desired Qualifications

  • Published work in locomotion, legged robotics, or sim-to-real transfer.
  • Experience with model predictive control or classical locomotion methods alongside learning-based approaches.
  • Contributions to open-source robotics or reinforcement learning projects.
  • Experience bringing up new hardware and debugging the gap between a model and a motor.

About the Company

Menlo

Physical AI and robotics software

Menlo is a artificial intelligence and robotics company. It develops software and models intended to help humanoid and other robots understand, plan, and act in physical environments. Its technology is built for robotics developers and teams working on embodied intelligence, assistants, and machine interaction. The company combines AI research, robotics engineering, data, simulation, software infrastructure, product development, and open-source experimentation. Work spans machine learning research, robotics, software engineering, data, simulation, product, and developer relations.

Company size
51-200
Company stage
Not listed
Total funding
Not listed
Headquarters
Singapore, Singapore
Founded
2023

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