A Trainee Mechanical Engineer assists senior engineers with design, analysis, and testing of mechanical systems, and gains hands-on experience through various tasks like creating CAD drawings, conducting performance tests, and troubleshooting equipment. Key responsibilities include supporting product development, collaborating with teams, maintaining documentation, and ensuring adherence to quality and safety protocols while learning new skills.