Developing safe automated systems is of paramount importance. With the increasing integration of AI into our infrastructure, ensuring these systems operate predictably and minimize potential harm is essential. This involves a multifaceted approach that encompasses rigorous testing throughout the development lifecycle, comprehensive safety protocols