The realm of artificial intelligence is rapidly evolving with the emergence of AI agents capable of self-directed behavior. These agents exhibit a growing capacity for decision-making, raising both excitement and concern . Understanding how AI agents generate decisions holds significant importance to ensure responsible development . The determina