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 Research Scientist (m/f/d)
Sereact
Manager, Mechanical Engineering - Hardware Test (X-BAT) (R6093)
Shield AI
Senior Software Engineer - Backend
Parallel Domain
Senior Solutions Architect, Embedded Physical AI
NVIDIA
Staff Perception Engineer – Robotics
Knightscope
Staff Hardware Reliability Engineer - Sensors
Aurora Innovation
Senior System Test Engineer, Sensing Subsystem Test
Aurora Innovation
Software Engineer, Edge & Field Systems
Mind Robotics
Teamlead AI Engineering - RoboGym (human)
NEURA Robotics
(Senior) Robotics AI Engineer – Training & Deployment (Physical AI) (human)
NEURA Robotics
Engineering Manager - Simulation and Verification
PlusAI
Senior Software Engineer, Planning Infrastructure
Kodiak Robotics
Staff Software Engineer, Learned & Hybrid Behavior Planning
Kodiak Robotics
Staff Software Engineer, Behavior Planning
Kodiak Robotics
Senior Software Engineer, Behavior Prediction- Planning
Kodiak Robotics
Staff Machine Learning Engineer - Deployment
Kodiak Robotics
Simulation Environment
Genesis AI
Director of Software Engineering, Behaviors and Planning
Overland AI
Senior/Staff Full-Stack Engineer, Simulation Platform
Gatik AI
Manager, Onboard Behavior Encoder
Zoox
Recent jobs
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Senior Research Engineer - Autonomous Vehicles
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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.