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Core Competencies
Role fitCore Competencies
Use this summary to align your resume positioning with the role.
Expertise in building and debugging physics-based simulations using platforms like MuJoCo and Isaac Sim, combined with strong reinforcement learning fundamentals and the ability to design controlled experiments for sim-to-real transfer. Proficient in developing scalable tools and infrastructure for robotics and embodied AI research.
Highest-signal resume keywords
Physics-Based SimulationMuJoCoIsaac SimReinforcement LearningPython
Tech Stack
Tools & technologiesAbout the role
Key responsibilities & impact- Build simulation environments modeling robots, sensors, objects, contacts, materials and dynamics
- Build reliable pipelines for parallel rollouts, synthetic data, policy training and evaluation
- Calibrate simulations against measured data and improve mismatches in dynamics or sensing
- Use system identification, domain randomization and controlled experiments to improve sim-to-real transfer
- Build learned dynamics or latent models and combine them with physics-based systems for prediction, planning and control
- Turn prototypes into reusable simulation assets, training infrastructure and documented methods with researchers and engineers
Requirements
What you’ll need- Deep experience building and debugging physics-based simulation with MuJoCo, Isaac Sim or comparable platforms
- Strong reinforcement learning and embodied AI fundamentals, including observations, actions, rewards and policy evaluation
- Experience with learned dynamics, latent world models or hybrid physics-learning systems
- Strong Python and C++ systems skills
- Ability to build scalable, reproducible tools other researchers can extend
- Ability to design controlled experiments, measure sim-to-real gaps and trace failures to models, data, policies or infrastructure
- Experience with simulation or training infrastructure used at scale by a robotics or embodied AI research team is an advantage
- Demonstrated sim-to-real transfer is an advantage
- Published or open-source work in world models, differentiable simulation, GPU-accelerated simulation or model-based reinforcement learning is an advantage
Benefits
Comp & perks- Equity
- Health and wellness benefits
- Other company programs
ATS Keywords
✓ Tailor your resumeApplicant Tracking System Keywords
Tip: use these terms in your resume and cover letter to boost ATS matches.
Hard Skills
Physics-Based SimulationReinforcement LearningLearned DynamicsLatent World ModelsPythonC++Controlled ExperimentsSim-To-Real TransferPolicy EvaluationHybrid Physics-Learning Systems
Tools & Technologies
Simulation InfrastructureTraining InfrastructureSynthetic DataPolicy TrainingEvaluation Pipelines
Industry Keywords
Embodied AIRoboticsDomain RandomizationSystem IdentificationGPU-Accelerated Simulation