Can I do an audio only live stream?

Yes, just setup a regular live stream and in the encoder, such as Flash Media Live Encoder, just uncheck the video and it will be an audio only stream at that point. 

This works for  HTML5 channels. For best performance, you will want to use AAC audio as your source type.