Agentic AI represents a paradigm shift in artificial intelligence, focusing on creating agents that can autonomously make decisions within complex environments. These deliberate agents are crafted to possess reasoning capabilities, allowing them to perceive their surroundings and react in a significant manner. By leveraging techniques, researchers