Deep learning designs have revolutionized numerous fields, achieving state-of-the-art results in tasks ranging from image classification to natural language understanding. Amidst this progress, researchers constantly explore novel approaches to enhance the potential of deep learning. In this context, AROM168 emerges as a novel deep learning system