The pursuit of Artificial General Intelligence (AGI) has captivated researchers for decades, with deep learning architectures emerging as a frontrunner in this ambitious quest. Such complex neural networks, inspired by the design of the human brain, exhibit remarkable potentials in tasks ranging from image recognition to natural language processing