The realm of artificial intelligence is transforming with the emergence of AI agents capable of self-directed behavior. These agents demonstrate a growing capacity for decision-making, raising both excitement and concern . Understanding how AI agents generate decisions is paramount to harness their full potential. Key factors influencing AI agent