We find ourselves a profoundly transformative era, characterized by the inexorable rise of {algorithmic{ systems and the fusion of computation with human intelligence. This {algorithmic{ age presents us with both {extraordinary{ opportunities and unprecedented dilemmas. As algorithms penetrate ever