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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Machine Learning Engineer, Model Quantization, Tesla AI
Tesla
Internship, Robotics Modeling & Simulation Engineer, Optimus (Fall 2026)
Tesla
Internship, Electrical Design Engineer, Tactile Sensing, Optimus (Fall 2026)
Tesla
Internship, Applied AI Engineer, AI Hardware (Fall 2026/Winter 2027)
Tesla
Internship, Actuator Test Engineer, Optimus (Fall 2026)
Tesla
Internship, Actuator Geartrain Mechanical Engineer, Optimus (Fall 2026)
Tesla
Functional Safety AI Engineer, Tesla AI
Tesla
Engineering Technician, System Level Inspection, Hardware Validation & Test Optimus
Tesla
Electrical Engineer, Power Electronics, Optimus
Tesla
Embedded Systems Engineer, Optimus
Tesla
Embedded Software Engineer, Optimus
Tesla
Camera Software Engineer, Tesla AI
Tesla
Applied Reinforcement Learning Engineer, Whole Body Controls, Optimus
Tesla
Embedded Software Engineer, Drive-By-Wire
Gatik AI
Embedded Software Engineer, Wireless Technologies
Zoox
Manager, Sensor Integration & Cleaning Hardware
Zoox
Staff Engineer, Autonomy Capabilities – Maritime (R5325)
Shield AI
Senior Staff Engineer, Autonomy Capabilities – Maritime (R5363)
Shield AI
Senior Software Engineer, Autonomy Capabilities – Maritime (R5339)
Shield AI
Senior Engineer, Autonomy Software Integration & Test (R5606)
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.