The landscape of machine learning is rapidly evolving, with a powerful new paradigm gaining prominence: agentic AI. This isn't just about chatbots or image generators; it's about the emergence of self-directed systems – software programs capable of perceiving their context, formulating approaches, and executing actions without constant human guid