The realm of artificial intelligence is transforming 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 holds significant importance to mitigate potential risks . Key factors influencing AI agent