Applied Methods
~The MetaResearch & ScienceSimulation Engineer

Simulation Engineer

Simulation Engineers design and build high-fidelity virtual environments that blend physics engines, 3D reconstruction, and generative AI to train and validate autonomous systems—from self-driving vehicles to humanoid robots. Their day-to-day work spans implementing physics solvers and sensor simulators, developing realism metrics that quantify sim-to-real gaps, and optimizing simulation infrastructure to run at scale. What distinguishes this role is the need to bridge cutting-edge AI research with practical engineering: engineers must both push the frontiers of world modeling using foundation models and deeply understand classical simulation (contact dynamics, rendering, sensor fidelity) to close the gap between virtual and real. These engineers typically sit within dedicated simulation or robotics teams at AI-first companies, collaborating closely with ML researchers, control engineers, and hardware integration teams to ensure simulated worlds provide trustworthy training grounds for embodied AI systems.

$ titles --canonical
Simulation Engineer3D Reconstruction EngineerEmbodied AI EngineerCFD EngineerPhysics Simulation EngineerDigital Twin EngineerSynthetic Data EngineerVirtual Environment Engineer
20open jobs
8companies hiring
$02

Skills

What companies are looking for in this role.

$ skills --core

Developing and optimizing physics simulation engines and solvers for complex dynamics and contact modeling

92%

Building and training large foundation models and generative models for realistic world simulation

89%

Designing experiments and establishing metrics to measure simulation fidelity and realism

88%

Designing and implementing machine learning algorithms for autonomous agent behavior and control

85%

Optimizing GPU-accelerated algorithms for distributed computing and large-scale simulation throughput

81%

Implementing reinforcement learning approaches for robot control and policy learning

81%

Integrating and evaluating third-party simulation engines and frameworks into production systems

79%

Developing 3D reconstruction and modeling systems from real-world sensor and visual data

78%

Developing sensor simulation and rendering systems for realistic synthetic data generation

75%

Implementing simultaneous localization and mapping systems for spatial understanding

72%
$ skills --emerging

Translating cutting-edge research into production-ready, scalable systems and pipelines

84%

Implementing sim-to-real transfer techniques to bridge simulation and physical robot deployment

79%

Working with multimodal models and vision-language models for scene understanding and generation

76%

Developing learning-based approaches combined with classical geometry and optimization methods

72%
$ skills --soft

Collaborating across research, engineering, and product teams on complex multi-disciplinary projects

87%

Implementing and iterating on research prototypes with rapid experimentation cycles

79%

Setting technical vision and roadmaps while balancing research exploration with product-driven milestones

76%

Communicating research findings and technical insights clearly to internal and external stakeholders

74%

Leading technical teams and providing hands-on guidance on research and engineering problems

68%
$03

Technology

The tools and technologies that define this role.

$ tech --language
Pythonvery high
$ tech --framework
PyTorchhigh
Transformershigh
JAXmoderate
MuJoComoderate
PhysXmoderate
Raymoderate
ROSmoderate
TensorFlowmoderate
Vision Transformersmoderate
OpenGLlow
$ tech --platform
CUDAhigh
Isaac Simmoderate
Kuberneteslow
$ tech --tool
Githigh
Dockermoderate
$ tech --concept
Reinforcement Learninghigh
Diffusion Modelsmoderate
Imitation Learningmoderate
NeRFmoderate
Sensor Fusionmoderate
SLAMmoderate
Vision-Language Modelsmoderate
GANlow
Structure from Motionlow
$04

Open Jobs

20 open Simulation Engineer jobs across 8 companies.

Waymo1w
Staff Software Engineer, Simulator Evaluation
Mountain View, California, United States; San Francisco, California, United States.·Research & Science
Waymo1w
Staff Machine Learning Engineer, Simulation
London, UK·Research & Science
Waymo1w
Software Engineer, Simulator Evaluation
Mountain View, California, United States; San Francisco, California, United States·Research & Science
Waymo1w
2026 Summer Intern, PhD, Machine Learning Engineer, Simulation
London, UK·Research & Science
Waymo1w
2026 Intern, PhD, Machine Learning Engineer, Simulation
Mountain View, CA·Research & Science
PhysicsX2w
Senior Simulation Engineer - Plasma Specialist
New York, United States·Research & Science
PhysicsX2w
Senior FEA Engineer
Singapore·Research & Science
PhysicsX2w
Senior CFD Engineer
Singapore·Research & Science
PhysicsX2w
Principal CFD Engineer
New York, United States·Research & Science
Skild AI2w
Simulation Engineer
San Mateo·Research & Science
Skild AI2w
Physics Simulation Scientist
San Mateo·Research & Science
Helsing3w
Flight Dynamics Modelling Engineer
Munich·Research & Science
World Labs1mo
Research Engineer / Scientist (3D Tech Lead)
San Francisco·Research & Science
World Labs1mo
Research Engineer / Scientist (3D Reconstruction)
San Francisco·Research & Science
World Labs1mo
Research Engineer / Scientist (SLAM)
San Francisco·Research & Science
Helsing1mo
AI Research Engineer - Robotics
Barcelona; Paris·Research & Science
Figure AI2mo
Helix AI Engineer, Robot Learning
San Jose, CA·Research & Science
OpenAI4mo
Simulation Realism Engineer
San Francisco·Research & Science
Mistral AI5mo
AI Scientist - Robotics
Paris·Research & Science
Mistral AI10mo
Research Engineer - Robotics
Paris·Research & Science