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Reinforcement Learning Engineer – Whole Body Control

Figure — Tracked from its greenhouse job board

San Jose, CA Mid Posted Apr 8, 2026

About the role

Figure is an AI Robotics company autonomous general-purpose humanoid robots. The goal of the company is to ship humanoid robots with human level intelligence. Its robots are engineered to perform a variety of tasks in the home and commercial markets. We are based in North San Jose, CA and require 5 days/week in-office collaboration. It’s time to build.

We are looking for a Reinforcement Learning Engineer to develop, train, deploy, and evaluate advanced reinforcement learning algorithms for whole body control of our humanoid robot.

Key Responsibilities:

Develop, train, and deploy reinforcement learning algorithms for whole body control

Determine the observations, actions, and model types that unlock maximum performance

Identify and close the most important sim-to-real gaps

Define, test, and evaluate performance metrics for learned policies

Harden the control stack to ensure rock solid robustness

Requirements:

Strong background in dynamics and control, ideally of legged robots

Experience with reinforcement learning algorithms for robotics: PPO, SAC, etc

Experience tuning hyperparameters and cost functions for these RL algorithms

Familiarity with common RL techniques such as: domain randomization, curriculum learning, reward shaping, etc.

Capable of leading complex controls projects and mentoring junior engineers

Bonus Qualifications:

Experience with behavior cloning techniques (e.g. distillation)

The US base salary range for this full-time position is between $200,000 and $350,000 annually.

The pay offered for this position may vary based on several individual factors, including job-related knowledge, skills, and experience. The total compensation package may also include additional components/benefits depending on the specific role. This information will be shared if an employment offer is extended.

What the index says about this role

  • First seen by JobLarper — Aug 2, 2026, 6 days ago. Older postings collect hundreds of applicants — a tailored résumé matters more the longer a role has been live.
  • Figure is hiring actively — 51 open roles indexed.

Derived from the 27,000 roles JobLarper indexes daily from official company boards — not from the job description above.

⚡ JobLarper watched this role appear on Figure's official board on Apr 8, 2026. Sign up free to get alerted minutes after roles like this go live, and tailor your real résumé to the exact description — nothing invented.

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