Introduction AI is evolving from simple automation to systems that can understand goals, reason through problems, and take appropriate actions in complex environments. This leap is embodied in a new generation of software systems known as AI agents. These are not just tools, but goal-driven entities capable of decision-making, learning, and real-world execution. This article explores the design...