Humanoid robots face a mass penalty spiral due to the high frequency and magnitude of forces acting on their actuators, leading to a need for high torque density and back-drivability. The choice of actuator type, such as rotary or linear, and gear ratio is critical in humanoid design, with a balance between strength, efficiency, and thermal management required to achieve commercial viability.