Experience developing and executing Software-in-the-Loop (SIL) test solutions for autonomous, robotic, or embedded systems, including simulation of controllers, sensors, actuators, communication networks, and machine behaviors to validate software functionality, fault handling, and system performance prior to hardware integration. Hands-on electrical aptitude and practical experience building, wiring, instrumenting, and debugging test fixtures for software-controlled electromechanical systems using schematics, diagnostic tools, sensors, actuators, controllers, and communication interfaces.