Deep learning designs have revolutionized numerous fields, achieving state-of-the-art performance in tasks ranging from image recognition to natural language generation. Amidst this progress, developers constantly seek novel approaches to enhance the potential of deep learning. In this context, AROM168 emerges as a novel deep learning architecture