Developing secure automated systems is of paramount importance. With the increasing integration of AI into our society, ensuring these systems function consistently and eliminate potential harm is essential. This involves a multifaceted approach that encompasses rigorous evaluation throughout the development lifecycle, comprehensive safety protocol