We exist within a profoundly 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 threats. As algorithms penetrate ever facet of our society, it becomes imperative to h