Rhoda AI
Technology
SeniorActuatorModelingEngineer
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“Senior Actuator Modeling Engineer at Rhoda AI. Skills: Actuator modeling, Physics-based models, Data-driven models. Develop and maintain 1D actuator model. Correlate model to bench and robot data”
What You'll Achieve.
Shape prototyped hardware; Shape shipped hardware; Inform actuator architecture trade-offs; Feed optimized targets to design team
Industry & Context.
Optimization; Sensitivity analysis; Trade-off analysis
What They're Looking For.
Must Have
Bachelor's degree in Mechanical Engineering, Electrical Engineering, Mechatronics, Applied Physics, or a related field, 5+ years developing physics-based models for electromechanical systems, At least one program where your modeling work materially shaped a hardware design, Grasp of electromechanical actuator physics
Nice to Have
Advanced degree a plus, Reliability Engineering experience, Familiarity with IEC 61508 or ISO 13849, Hands-on experience with PMSMLDC motor design, Planetary or harmonic gear sizing experience, Bearing life modeling experience, Background in CHT, Lumped-parameter thermal networks background, Motor cooling system design background, Data Pipeline Experience, Robotics background, Automotive background
What You'll Do.
Develop and maintain 1D actuator model
Correlate model to bench and robot data
Evolve model with new physics
Synthesize customer use cases into duty cycles
Build optimization models
Identify high-leverage design changes
Quantify sensitivities connecting design parameters to outcomes
Assign monetary value to actuator attributes
Develop simulations for trade-offs
Feed optimized targets back to design team
Drive motor cooling decisions
Develop fatigue models
Build efficiency models
Guide design and control strategy
Partner with actuator design
Partner with controls
Partner with reliability
Partner with systems engineering
How You'll Work.
Team & Collaboration
Cross-functional influence; Actuator design team; Controls team; Reliability team; Systems engineering team
Communication Scope
Written communication
Full Job Description
At Rhoda AI, we’re building the next generation of generalist intelligent robots. We own the full robotics stack from high-performance hardware and robot systems to the infrastructure and state-of-the-art foundation world models that control our robots. Our robots are designed to be generalists capable of operating in complex, real-world environments and handling long-tail edge cases, made possible by our cutting edge research and end-to-end system design. We've raised over $400M and are investing aggressively in model research, infrastructure, hardware development, and manufacturing scale-up to make generalist robotics a reality. SENIOR ACTUATOR MODELING ENGINEER ABOUT THE ROLE: As a Modeling Engineer, you will develop the mathematical foundation that guides actuator design across our robot fleet. You translate the statistical population of real-world use cases our robots encounter into concrete, defensible design decisions: how big the motor should be, how the gear train should be sized, what to cool, what to optimize, and what each attribute is actually worth. Actuators are the meeting point of electromagnetics, thermodynamics, structural mechanics, and tribology — and the design space is vast. Your models are how we navigate it. The simulations, duty cycles, and sensitivity analyses you build will directly shape what gets prototyped, what gets shipped, and what we choose to leave on the table. We operate as T-shaped engineers. You must be a strong generalist across actuator physics, but your superpower for this role is building rigorous, data-driven models that turn ambiguous customer needs into prioritized, monetized design targets. WHAT YOU'LL DO 1D System Modeling: Develop and maintain the 1D actuator model that serves as the team's source of truth for performance prediction. Keep it correlated to bench and robot data, and evolve it as new physics, components, and use cases emerge. Duty Cycle Development: Synthesize the statistical population of customer use
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