As AI systems become more advanced, they are now designed to perform complex tasks with multiple layers of decision-making. These systems, often called agentic AI, involve hierarchies of smaller units called agents and sub-agents that work together to accomplish goals. This shift from simple chatbots to more autonomous, tool-using agents introduces new demands on computing