The journey to understand Artificial Intelligence often begins with a narrow lens on its recent advancements. Yet, to truly comprehend AI's impact, we must embark on a captivating exploration back in time. This dissertation explores the shadowy precursors of AI, unveiling the threads that bind its past to its form. Shaping a framework Understand