We stand a rapidly transformative era, characterized by the inexorable rise of {algorithmic{ systems and the integration of computation with human intelligence. This {algorithmic{ age presents us with both {extraordinary{ opportunities and unprecedented challenges. As algorithms infiltrate ever face