Update README.md

README.md

@@ -143,6 +143,9 @@ For instruction training, we first trained the model with Supervised Fine-tuning
 </table>
 
 ## Interfacing with the Instruct Model
+Model weights were converted to be Hugging Face compatible, with custom modeling files included due to the lack of official support for Mamba2 attention layers.
+The attention layer implementation was incorporated from [#32027 PR](https://github.com/huggingface/transformers/pull/32027)
+
 > [!IMPORTANT]
 > To ensure optimal performance, please use the following template when interacting with the model: