The recent arrival of Mamba has created considerable attention within the machine learning field. This unique architecture, unlike traditional Transformers, offers a viable path to improved performance and diminished resource demands . Distinct from the quadratic bottleneck inherent in attention mechanisms, Mamba leverages a structured method that