In today's data-driven world, Machine Intelligence (AI) is revolutionizing numerous industries. However, the hidden nature of many AI algorithms often obstructs our ability to analyze their decision-making processes. This lack of transparency can lead to uncertainty, particularly in high-stakes applications where explainability is paramount. To add