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Research Scientist, RL for Dexterous Manipulation, Atlas

Boston DynamicsBoston Dynamics·Robotics
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About the role

Are you passionate about using reinforcement learning to solve dexterous manipulation tasks? As an RL Research Scientist, you'll lead research projects on visual sim-to-real transfer and post-training of Vision-Language-Action (VLA) models. Your job is to turn unlabeled data from simulation or the real-world into robust real-world manipulation skills. You should push the frontier of what bimanual and multi-fingered systems can do in unstructured environments. 

In this role, you will:

  • Develop novel algorithms for visual sim-to-real transfer with photorealistic rendering

  • Design post-training recipes that improve pretrained VLA models on manipulation tasks

  • Research reward modeling, and offline-to-online RL for large multimodal policies

  • Close the sim-2-real gap through tactile sensing, vision, and system identification

  • Train policies that generalize across objects, scenes, and embodiments

Required Qualifications:

  • PhD, in ML, Robotics, or a related field or a MS with 3+ years of experience

  • Track record of first-author publications at top venues (CoRL, RSS, ICLR, NeuRIPS)

  • Demonstrated experience training policies for dexterous or contact-rich manipulation

  • Hands-on experience with VLA models, diffusion policies, or large behavior models

  • Proficient in PyTorch and/or JAX, with experience training models at scale

  • Strong software fundamentals and the ability to ship research code that runs reliably

The ideal candidate has:

  • Deployed vision-based manipulation policies on physical robots

  • Deep knowledge of sim-to-real transfer techniques and photorealistic rendering

  • Built training pipelines that combine RL, imitation learning, and large-scale pretraining

  • Experience fine-tuning foundation models with RLHF, DPO, GRPO, or related methods

  • Familiarity with tactile sensing, multi-fingered hands, or bimanual coordination

Why join us?

  • Direct impact on the policies powering our humanoid robots in the real world

  • Access to a world-class fleet of robots, simulation infrastructure, and compute

  • The chance to define what's possible for dexterous manipulation at scale

The pay range for this position is between $175,000 to $220,000 annually. Base pay will depend on multiple individualized factors including, but not limited to internal equity, job related knowledge, skills and experience. This range represents a good faith estimate of compensation at the time of posting. Boston Dynamics offers a generous Benefits package including medical, dental vision, 401(k), paid time off and a annual bonus structure. Additional details regarding these benefit plans will be provided if an employee receives an offer for employment.

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Aplyr's read

Boston Dynamics is a pioneering robotics firm pushing the boundaries of robotic mobility and manipulation with a team of innovative engineers and scientists.

Synthesized from recent postings & public sources

What's promising

  • Boston Dynamics is at the forefront of robotics innovation, creating cutting-edge robots like Spot and Atlas.
  • The company offers diverse roles, from engineering to marketing, reflecting its multifaceted approach to robotics.
  • Boston Dynamics is backed by Hyundai Motor Group, providing financial stability and strategic collaboration opportunities.

What to watch

  • The niche focus on advanced robotics may limit opportunities for those outside engineering and technical fields.
  • High competition in the robotics sector could impact Boston Dynamics' market share and growth.
  • The company's products are often expensive, potentially restricting market penetration and adoption.

Why Boston Dynamics

  • Boston Dynamics' robots are renowned for their mobility and dexterity, setting them apart from competitors.
  • The company has a strong focus on research and development, driving continuous innovation.
  • Boston Dynamics combines robotics with AI, enhancing the functionality and adaptability of its products.

Aplyr’s read is generated by AI from public sources. Was it useful?

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About Boston Dynamics

Boston Dynamics is an engineering and robotics company known for developing advanced robots that can navigate complex environments and perform a variety of tasks.

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