AI agents have evolved from simple rule-based automation to intelligent, knowledge-based systems that enhance decision-making across industries. These agents, categorized as reactive, proactive, and hybrid, play crucial roles in data analysis, automation, and personalization. Knowledge-based AI, leveraging structured logic and reasoning, is revolutionizing healthcare, finance, cybersecurity, and more.