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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Genesis-World: Core Simulation Engine Engineer
Genesis AI
Scenario Engineer - New Grad (2027)
Applied Intuition
Senior Curriculum Developer, sUAS Operations
Skydio
Research Engineer - New Grad (2027)
Applied Intuition
Software Engineer - New Grad (2027)
Applied Intuition
Robotics Data Collection Operator
Dexmate
Perception Engineer, 3D Representation & Navigation
FieldAI
Engineering Manager, Simulation Scenario Generation
Zoox
Senior Navigation and Localization Engineer for Mobile Robotics (human)
NEURA Robotics
Simulation and Validation Software Engineer
Mind Robotics
Founding Robot Learning
One Robot
Software Engineer
Watney Robotics
Reinforcement Learning Engineer - Locomanipulation
Humanoid
Product Program Manager
Humanoid
Senior Systems Engineer
Humanoid
Sr Director Engineering, V-BAT
Shield AI
Manager, Aerostructures Design, X-BAT (R5633)
Shield AI
Senior Machine Learning Engineer – Predictive World Model
XPENG
Senior Manager, GNC (R5627)
Shield AI
Software Engineer, Mission Autonomy
Overland 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.