Agentic AI represents a paradigm shift in artificial intelligence, focusing on creating agents that can self-directedly make choices within complex environments. These deliberate agents are engineered to possess cognitive capabilities, allowing them to interpret their surroundings and respond in a purposeful manner. By leveraging techniques, resear