I you don’t want the shell to remember the commands you have typed, then disable history all together by setting the HISTSIZE to 0 as shown below.
$ export HISTSIZE=0
Set some other value if you want the shell to remember a few commands may be 5 or 10 etc..
Enjoy using linux.