Menlo
Researcher, Robot Learning
Palo Alto, Remote. Posted 18 days ago
The role
You will own generalist policy research for the Asimov humanoid robot platform. You will train vision-language-action models and build imitation learning pipelines to turn data into general-purpose behavior.
What you will do
- Own Asimov's generalist policy research end to end
- Train and post-train vision-language-action models and other generalist policies
- Build imitation learning pipelines on teleoperation and demonstration data
- Design the self-improvement loop including autonomous data collection and success detection
- Combine learning from demonstrations, reinforcement learning, and simulation
- Define evaluations for policy performance on real hardware
- Partner with World Models, Locomotion and Manipulation, and Platform teams
- Publish, open-source, and share research with the community
Required qualifications
- Deep hands-on experience training learning-based robot policies through imitation learning, reinforcement learning, or both
- Experience taking a learned policy from research code to a physical robot
- Fluent in Python and PyTorch
- Comfortable training at scale on multi-GPU clusters
- Knowledge of how dataset composition, quality, and diversity shape policy performance
- PhD or equivalent research experience in robot learning, ML, or a related field, or a portfolio that speaks for itself
- Communicate clearly through papers, blogs, talks, or well-documented code
- Use AI as a real collaborator in research
Nice to have
- Experience with VLA models or robot foundation models such as OpenVLA, Octo, or π0
- Work with diffusion policies, flow matching, or action chunking
- Experience with autonomous data collection, reward learning, or continual learning on real robots
- Time on humanoids or other high-DoF, whole-body platforms
- Familiarity with large-scale simulation in Isaac Lab, MuJoCo, or mjlab
- Published work at CoRL, RSS, ICRA, NeurIPS, or similar venues
- Contributions to open-source robot learning libraries such as LeRobot
About the company
Menlo Research is an Applied R&D lab building Asimov, an open-source humanoid robot platform, and the full software stack that powers it.