Torc Robotics

Senior Simulation Vehicle Modeling Engineer

Torc Robotics$160K — $193K *
US-AnywhereRemote in Ann Arbor, MI
Transportation
5 - 7 years of experience
Job Overview by Ladders

Qualifications

  • Bachelor's or higher in Computer Science, Robotics, Mechanical or Electrical Engineering with appropriate experience
  • Proficiency in C++ and Python along with ROS/ROS2 and Linux
  • Expertise in physics-based modeling of vehicles including dynamics and powertrains
  • Familiarity with autonomous vehicle stack architecture, including planning and controls
  • Experience with automated validation pipelines and simulation-based performance testing
  • Strong collaboration skills to communicate model capabilities to engineering teams
  • Proven ability to mentor engineers and lead technical direction in the domain.

Responsibilities

  • Develop and maintain high-fidelity vehicle dynamics models for simulation
  • Create scalable simulation platforms for autonomous driving software validation
  • Collab with autonomy teams to define vehicle model requirements
  • Communicate model capabilities and limitations for effective validation
  • Prevent regressions in V&V performance through automated testing frameworks
  • Conduct root cause analysis for issues during simulation and testing
  • Design test plans for field data collection to improve vehicle models.

Benefits

  • 100% paid medical, dental, and vision premiums
  • 401K plan with 6% employer match
  • Flexibility in schedule and immediate vacation access
  • AD+D and Life Insurance
  • Collaborative and energetic work culture.
Full Job Description
Meet The Team:

At Torc, our simulation teams are building the foundation for AV 3.0 driver-out development and certification. This team serves as the critical technical interface between simulation/modeling and autonomy consumers. By ensuring model fidelity, coverage, and usability, the team plays a vital role in evaluating and advancing autonomous driving software. We support massive-scale, parallel execution for scaled verification and validation (V&V) and high-throughput reinforcement learning (RL) training. Ultimately, we provide the framework and tooling that serves Autonomy, Safety, and Release with shared artifacts, common metrics, and deterministic reproducibility.

What You'll Do:
  • Develop and own vehicle dynamics models, including high-fidelity truck models that accurately represent longitudinal, lateral, and transient behavior for use in simulation and autonomy validation.
  • Design, develop, and maintain high-fidelity simulation platforms used to validate autonomous driving software in closed-loop evaluation pipelines at scale.
  • Partner with autonomy engineering teams to capture and implement vehicle model requirements that support planning, controls, and system-level V&V activities.
  • Own model capability communication, known limitations, and release notes to enable effective autonomy validation.
  • Ensure vehicle model updates do not regress autonomy V&V system performance by using automated regression frameworks.
  • Execute full software development lifecycle activities primarily in C++ within a Linux development environment and ROS/ROS2 tooling, applying Lean-Agile methodologies.
  • Perform root cause analysis on issues identified during simulation runs and hardware-in-the-loop testing.
  • Participate in designing test plans for data acquisition and telemetry that support field data collection for vehicle model refinement.
  • Support system-level test plans and verification strategies.
  • Communicate progress, design decisions, and blockers clearly at daily stand-ups and design reviews.
  • Build and maintain collaborative relationships with OEM partners and simulation tool vendors to evaluate, integrate, and co-develop simulation capabilities.

What You'll Need to Succeed:
  • Bachelor's Degree in Computer Science, Robotics, Mechanical Engineering, Electrical Engineering, or a related technical field plus 6+ years of relevant experience; or Master's Degree in the above fields plus 3+ years of relevant experience; or PhD in the above fields plus 1+ years of relevant experience.
  • Proficiency in C++ (primary), Python for tooling and ML integrations, ROS/ROS2, CMake, and Linux.
  • Physics-based modeling of ground vehicles, including longitudinal/lateral dynamics, tire models, and powertrain.
  • Working knowledge of AV autonomy stack architecture-planning, controls, and system integration-to collaborate effectively with autonomy engineering teams and ensure vehicle models meet V&V requirements.
  • Ability to translate vehicle model capabilities and limitations to autonomy engineering teams, and to capture their requirements to inform model fidelity improvement initiatives.
  • Experience with unit, integration, and regression testing, as well as automated validation pipelines and simulation-based performance benchmarking.
  • Expected to drive consensus across simulation, autonomy, controls, and product engineering & safety teams.
  • Ability to own and maintain key technical systems across multiple repositories and contribute to cross-org architectural decisions.
  • Must operate as an advanced-level professional with wide latitude for independent judgment and minimal supervision.
  • Willingness to mentor and guide engineers within the group and contribute to technical direction within the simulation and autonomy domains.

Bonus Points!
  • Experience with high-fidelity truck & trailer or heavy-vehicle models.
  • Experience building or extending closed-loop autonomous vehicle simulation environments.
  • Familiarity with scenario-based validation and sim-to-real correlation activities.
  • Familiarity with how learned models (neural networks) consume simulation and vehicle model outputs in autonomy V&V workflows.

Perks of Being a Full-time Torc'r

Torc cares about our team members and we strive to provide benefits and resources to support their health, work/life balance, and future. Our culture is collaborative, energetic, and team focused. Torc offers:
  • A competitive compensation package that includes a bonus component and stock options
  • 100% paid medical, dental, and vision premiums for full-time employees
  • 401K plan with a 6% employer match
  • Flexibility in schedule and generous paid vacation (available immediately after start date)
  • AD+D and Life Insurance

Job ID: R-102814

Hiring Range for Job Opening

US Pay Range

$160,800-$193,000 USD

About Torc Robotics

Torc Robotics is a company that develops autonomous vehicle technology. It was founded in 2005 in Blacksburg, Virginia, and has since become a leader in the field of self-driving vehicles. Torc Robotics has developed autonomous technology for a variety of applications, including military vehicles, mining trucks, and consumer cars. The company has partnerships with major automotive manufacturers, including Daimler Trucks North America and Caterpillar. In 2019, Torc Robotics was acquired by Daimler Trucks North America, and it continues to operate as a subsidiary of the company.
Learn more about Torc Robotics
Size
200 employees
Industry
Founded
2005

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