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.

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May Mobility logo

Lead Vehicle Controls and Interface Engineer

May Mobility

$150k - $180k
Ann Arbor, MI - Hybrid Hybrid 1w ago
C++ Simulation Control Theory Safety Systems Real-Time Systems
May Mobility logo

Lead ML/Perception Engineer

May Mobility

$235k - $275k
Remote, USA Remote 1w ago
Computer Vision Sensor Fusion Safety Systems Real-Time Systems
May Mobility logo

Machine Learning Engineer II - Autonomous Driving Performance Evaluation

May Mobility

$172k - $210k
Remote, USA Remote 1w ago
Python Simulation Linux Autonomous Driving
May Mobility logo

Robotics Engineer II

May Mobility

$130k - $155k
Ann Arbor, MI - Onsite Onsite 1w ago
May Mobility logo

Lead ML Engineer - Lane & Route Network Mapping

May Mobility

$220k - $270k
Remote, USA Remote 1w ago
Python Computer Vision Deep Learning PyTorch Mapping
May Mobility logo

Lead Machine Learning Engineer - Localization

May Mobility

$235k - $285k
Remote, USA Remote 1w ago
Python Computer Vision Sensor Fusion LiDAR State Estimation
May Mobility logo

Lead Machine Learning Engineer

May Mobility

$220k - $270k
Remote, USA Remote 1w ago
Python PyTorch LiDAR Radar Camera Systems
May Mobility logo

Director, Autonomy Perception

May Mobility

$220k - $300k
Remote, USA Remote 1w ago
Sensor Fusion Autonomous Driving
May Mobility logo

Director, System Safety

May Mobility

$165k - $250k
Remote, USA Remote 1w ago
Simulation Safety Systems
Skydio logo

Senior Manufacturing Design Engineer

Skydio

$145k - $219k
Hayward, CA, USA Onsite 1w ago
Simulation
Torc Robotics logo

Software Engineer II, Mission Interface

Torc Robotics

$139k - $166k
Ann Arbor, MI, USA 1w ago
ROS C++ Autonomous Driving Safety Systems Real-Time Systems
Torc Robotics logo

Machine Learning Engineer II - Learned Planning (Reinforcement Learning)

Torc Robotics

$153k - $183k
Ann Arbor, MI, USA Remote 1w ago
Python Simulation Motion Planning Reinforcement Learning PyTorch
Torc Robotics logo

Quality Control Engineer, HD Mapping

Torc Robotics

$89k - $107k
Remote - US Remote 1w ago
LiDAR Point Clouds Autonomous Driving Mapping
Torc Robotics logo

Senior, Machine Learning Engineer - Camera Model

Torc Robotics

$177k - $212k
Remote - U.S Remote 1w ago
Python Computer Vision Deep Learning PyTorch Camera Systems
Torc Robotics logo

Senior, Machine Learning Engineer - Camera Model

Torc Robotics

CA$168k - CA$193k
Montreal, Canada Remote 1w ago
Python Computer Vision Deep Learning PyTorch Camera Systems
Torc Robotics logo

Software Engineer, II - Map Enablement

Torc Robotics

$139k - $166k
Ann Arbor, Remote, USA Remote 1w ago
C++ Python Autonomous Driving Path Planning Mapping
Torc Robotics logo

Senior System Test Engineer - Simulation

Torc Robotics

$153k - $183k
Remote - US + 2 more Remote 1w ago
ROS Python Simulation Linux Autonomous Driving
Torc Robotics logo

Staff, Software Engineer - Simulation Vehicle Modeling

Torc Robotics

$186k - $223k
Ann Arbor, MI, USA Remote 1w ago
ROS C++ Simulation Deep Learning ROS2
Torc Robotics logo

Senior, Software Engineer - Autonomy Core Frameworks

Torc Robotics

$160k - $193k
Ann Arbor, MI, USA 1w ago
ROS C++ Simulation Autonomous Driving Real-Time Systems
Torc Robotics logo

Staff, Machine Learning Engineer - BEV/Multi-Modal Perception

Torc Robotics

$215k - $258k
Ann Arbor, MI, USA Remote 1w ago
Deep Learning Sensor Fusion PyTorch LiDAR Autonomous Driving
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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.