The realm of artificial intelligence is rapidly evolving with the emergence of AI agents capable of self-directed behavior. These agents possess a growing capacity for decision-making, raising both excitement and concern . Understanding how AI agents generate decisions becomes increasingly vital to mitigate potential risks . Factors shaping auto