The Twin-Block Layer Two design, often called TBLL2, is a novel methodology in the field of deep learning. This involves constructing multiple groups of modules. Each block performs dedicated tasks, and these operate in a layered manner. This design has shown positive results in various domains, including image classification and natural language u