Simulation Jobs
Simulation jobs sit at the center of modern Physical AI development because most teams cannot validate every scenario in the physical world first. These roles span simulator tooling, environment modeling, synthetic data generation, and test infrastructure for robotics and autonomy programs. You will see work involving Unreal, Unity, Isaac Sim, Gazebo, Omniverse, and custom internal engines designed for scale and reproducibility. Strong candidates often combine software engineering depth with practical intuition around physics, sensor behavior, and system-level performance metrics. Many simulation teams partner directly with controls, perception, and autonomy engineers to close gaps between virtual and real behavior. If you enjoy building fast feedback loops for embodied systems, this page highlights simulation opportunities where your work can accelerate development cycles across entire organizations.
Popular roles in this area
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Function Developer – Parking
Applied Intuition
Principal Engineer, Fluid & Thermal Systems (R4793)
Shield AI
Senior Software Engineer (Robotics OS Validation & Simulation)
Mujin
Robotics Autonomy Engineer, Planning
FieldAI
Robotics Infrastructure Engineer
Tutor Intelligence
Autonomy Verification Engineer
Applied Intuition
Senior Staff Engineer, Survivability Materials
Shield AI
Lead Product Manager, Autonomy Capabilities
Waabi
Systems Architecture, Integration, and Test Engineer (Test & Verification)
Saronic
Systems Architecture, Integration, and Test Engineer (Mechanical)
Saronic
Power Electronics - Thermal Engineer Senior Staff
Shield AI
Power Electronics - Principal Electrical Engineer (R4822)
Shield AI
Robotics Engineer
General Robotics
Robotics Simulation Engineer
Persona AI
Senior Staff Engineer, Structures - Launch Recovery Vehicle (R4765)
Shield AI
Staff Guidance & Controls Engineer (R4763)
Shield AI
Software Engineer, Applications
Dyna Robotics
Modelling and Simulation Lead (R4706)
Shield AI
Staff Engineer, Software Test (R4784)
Shield AI
Ground System Full Stack Software Engineer (R4787)
Shield AI
Recent jobs
Senior Robotics Engineer - Robot Perception
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NVIDIA
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NVIDIA
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NVIDIA
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NVIDIA
What robotics simulation teams hire for
Simulation roles can look similar on the surface but serve different parts of the development loop. Read the job description for the fidelity target, the users of the simulator, and whether the team is training models, validating behavior, commissioning hardware, or building the simulator platform itself.
World and sensor fidelity
Teams may model robot kinematics and dynamics, contacts, cameras, lidar, IMUs, factory assets, or driving environments. Common stacks include Isaac Sim or Isaac Lab, Gazebo, MuJoCo, OpenUSD, Unreal, Unity, and internal engines.
Synthetic data and learning
ML-facing simulation work often includes domain randomization, scenario generation, sensor simulation, annotations, reinforcement-learning environments, and scalable pipelines that connect virtual data to training and evaluation.
Validation and sim-to-real
Production simulation roles increasingly emphasize closed-loop tests, reproducible regression suites, hardware- or software-in-the-loop workflows, and measuring where simulated behavior diverges from real robots.
Search strategy
Search both broad simulation titles and specific tools. A strong match may be called Simulation Engineer, Robotics Simulation Engineer, Synthetic Data Engineer, Digital Twin Engineer, or a platform role supporting autonomy and robot learning.