You can use Alt+. to insert the last used parameter into bash!

e.g.
$ mkdir audio
$ cd |

Where | is your cursor. Now when you hit Alt+., it'll fill in 'audio'!

You can keep pressing Alt+. repeatedly to cycle through older parameters, too.