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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Senior Autonomy Software Engineer, Calibration
Kodiak Robotics
Product Manager - Physical AI
ANYbotics
Staff Electrical Engineer, Hardware Test (R6121)
Shield AI
Lead Mechanical Engineer, Hardware Test (X-BAT)
Shield AI
Applied Scientist - Fleet Scheduling and Optimization, Amazon Robotics, Autonomous Mobility
Amazon Robotics
Software Engineer - Multi-Agent UAV Autonomy (Defense)
Applied Intuition
Full Stack Software Engineer - Factory Orchestration
Intrinsic
Senior Engineer, HMS Simulation Framework (R6058)
Shield AI
Product Engineer
Parallel Domain
RF Engineer II (R6053)
Shield AI
Staff Engineer, PCB Design (R6075)
Shield AI
Senior Staff Aerostructures Design Engineer (RX) (R5846)
Shield AI
Propulsion Engineering Technician (R6045)
Shield AI
Engineering Technician 4, Quality Assurance (R5977)
Shield AI
Staff Technician, Electrical Engineering (R6076)
Shield AI
Engineer II, Modelling and Simulation (R5712)
Shield AI
Senior Engineer, System (R5708)
Shield AI
Engineer I, Quality (R5976)
Shield AI
Engineer I, PCB (R6065)
Shield AI
Senior Engineer, System Integration Test (R6086)
Shield AI
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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.