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Reinforcement Learning Engineer, Whole Body Control

Figure AI · San Jose, CA

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Source: Figure AI public Greenhouse job board. Posted 2026-04-08. Details may have changed — check the original.

Figure is an AI robotics company developing 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. Figure is headquartered in San Jose, CA. 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. 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 $150,000 to $350,000 per year. 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.
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