Update README.md

README.md

@@ -67,10 +67,10 @@ Please refer to [OpenChatKit](https://github.com/togethercomputer/OpenChatKit) f
 
 ## Inference
 
-You can use the Together API to try out Llama-2-7B-32K-beta for inference. 
-The updated inference stack allows for efficient and speedy inference.
+You can use the [Together API](https://together.ai/blog/api-announcement) to try out Llama-2-7B-32K-beta for inference. 
+The updated inference stack allows for efficient inference.
 
-To run the model locally, we strongly recommend to install Flash Attention V2:
+To run the model locally, we strongly recommend to install Flash Attention V2, which is necessary to obtain the best performance:
 ```
 # Please update the path of `CUDA_HOME`
 export CUDA_HOME=/usr/local/cuda-11.8