Agentic AI depicts a paradigm shift in artificial intelligence, focusing on creating agents that can intelligently make actions within complex environments. These deliberate agents are engineered to possess cognitive capabilities, allowing them to understand their surroundings and respond in a meaningful manner. By leveraging methods, researchers a