The special bash command I'm most often asked about by shoulder surfers is !$.
It substitutes the last argument in the previous command into the current one.
For example:
$ ls /some/long/path/somewhere/looking/around/
<output>
$ cd !$
cd /some/long/path/somewhere/looking/around/