Developing safe automated systems is of paramount importance. With the increasing integration of AI into our lives, ensuring these systems function consistently and reduce potential harm is vital. This involves a multifaceted approach that encompasses rigorous validation throughout the development lifecycle, thorough safety protocols, and ongoing i