Recent exploration into using the foundation model paradigm for genomics has been done.Mamba is investigated as a backbone for pretraining and fine-tuning in DNA modeling.Mamba scales better than HyenaDNA and Transformer++ in terms of model size.Mamba performs well in utilizing longer context in DNA sequences.