Agentic artificial intelligence (AI) represents a paradigm shift in how we conceptualize and interact with intelligent systems. Unlike traditional AI that primarily focuses on prediction, agentic AI emphasizes the ability of agents to self-directedly make decisions within dynamic environments. This involves a complex interplay of understanding the