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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Lead Vehicle Controls and Interface Engineer
May Mobility
Lead ML/Perception Engineer
May Mobility
Machine Learning Engineer II - Autonomous Driving Performance Evaluation
May Mobility
Robotics Engineer II
May Mobility
Lead ML Engineer - Lane & Route Network Mapping
May Mobility
Lead Machine Learning Engineer - Localization
May Mobility
Lead Machine Learning Engineer
May Mobility
Director, Autonomy Perception
May Mobility
Director, System Safety
May Mobility
Senior Manufacturing Design Engineer
Skydio
Software Engineer II, Mission Interface
Torc Robotics
Machine Learning Engineer II - Learned Planning (Reinforcement Learning)
Torc Robotics
Quality Control Engineer, HD Mapping
Torc Robotics
Senior, Machine Learning Engineer - Camera Model
Torc Robotics
Senior, Machine Learning Engineer - Camera Model
Torc Robotics
Software Engineer, II - Map Enablement
Torc Robotics
Senior System Test Engineer - Simulation
Torc Robotics
Staff, Software Engineer - Simulation Vehicle Modeling
Torc Robotics
Senior, Software Engineer - Autonomy Core Frameworks
Torc Robotics
Staff, Machine Learning Engineer - BEV/Multi-Modal Perception
Torc Robotics
Recent jobs
Senior Robotics Engineer - Robot Perception
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NVIDIA 2027 Internships: Autonomous Vehicles and Robotics
NVIDIA
Senior Machine Learning and Simulation Engineer - Autonomous Vehicles
NVIDIA
Senior Software Systems Engineer, L3 and L4 - Autonomous Driving
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Senior Research Engineer - Autonomous Vehicles
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Senior Software Test Developer, SDET - Robotics
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.