Dyna Robotics

Research Scientist, Simulation

Redwood City, CA. Posted 3 months ago

The role

You will build simulated worlds that power loco-manipulation policies for a wheeled mobile manipulator. You will own the end-to-end pipeline from real-to-sim reconstruction to procedural scene generation and sim-based training data.

What you will do

  • Build a pipeline that reconstructs real, facility-scale environments into simulation.
  • Procedurally generate navigable environments to stress-test loco-manipulation policies.
  • Generate synthetic training data for policies that jointly reason about base positioning and arm manipulation.
  • Build simulation benchmarks that test joint base and arm policies.
  • Push photorealistic rendering quality to close the sim-to-real gap.
  • Partner with the AI Research team on simulated data and evaluation.
  • Partner with Data Ops on real-world vs. simulated data capture.

Required qualifications

  • MS or PhD in CS/Robotics/Graphics, or equivalent hands-on experience.
  • Hands-on experience with simulation stacks (MuJoCo, Isaac Sim/Isaac Lab, SAPIEN, Omniverse, Blender, or similar) for robotics or graphics.
  • Experience with procedural scene/asset generation, domain randomization, or photorealistic rendering pipelines at scale.
  • Familiarity with training/evaluating manipulation or loco-manipulation policies (imitation learning, VLA, diffusion, or RL).
  • Strong Python skills.
  • Comfort with PyTorch or JAX for model training/eval.
  • Senior enough to define your own research agenda and exercise independent judgment.

Nice to have

  • Experience simulating mobile bases (wheeled, tracked, or holonomic).
  • Prior research or engineering background in loco-manipulation or whole-body control.
  • Experience with real-to-sim-to-real pipelines (3D reconstruction, NeRF/Gaussian splatting, differentiable rendering).
  • Exposure to world-model / video-prediction research.
  • GPU-scale physics simulation experience (CUDA, large-batch parallel sim).
  • Background simulating wheeled/mobile manipulators specifically.
  • Publications at CoRL, RSS, ICRA, NeurIPS, CVPR, or SIGGRAPH.
  • Experience leading or mentoring within a small research team.

About the company

Dyna Robotics builds general-purpose robots powered by a proprietary embodied AI foundation model. The team comes from Google DeepMind, Meta, and Cruise.