To extract the audio stream without re-encoding:
ffmpeg -i input-video.avi -vn -acodec copy output-audio.aac
-vn
is no video.-acodec copy
says use the same audio stream that’s already in there.
Read the output to see what codec it is, to set the right filename extension.