The realm of artificial intelligence progresses at an astounding pace with the emergence of AI agents capable of autonomous operation . These agents demonstrate a growing capacity for decision-making, sparking intense debate . Understanding how AI agents arrive at decisions becomes increasingly vital to mitigate potential risks . Factors shaping