The realm of artificial intelligence is transforming with the emergence of AI agents capable of independent action . These agents possess a growing capacity for decision-making, prompting crucial considerations. Understanding how AI agents arrive at decisions becomes increasingly vital to mitigate potential risks . Key factors influencing AI agent