We exist within a profoundly transformative era, characterized by the inexorable rise of {algorithmic{ systems and the convergence of computation with human intelligence. This {algorithmic{ age presents us with both {extraordinary{ opportunities and unprecedented threats. As algorithms infiltrate ever facet of our lives, it becomes imperative to ha