Developing safe automated systems is of paramount importance. With the increasing integration of robotics into our lives, ensuring these systems operate predictably and eliminate potential harm is crucial. This involves a multifaceted approach that encompasses rigorous validation throughout the development lifecycle, thorough safety protocols, and