BioMamba is a new method for enhanced classification of biological signals, such as EEGs and ECGs.It uses a Spectro-Temporal Embedding strategy applied to the Bidirectional Mamba framework with Sparse Feed Forward layers.BioMamba improves learning efficiency, reduces computational overhead, and outperforms existing methods.It is reliable, efficient, and adaptable across various domains and applications.