AutoTempest always forgets my search parameters, so I have to enter them again.
AutoTempest should remember all your settings. If this isn't happening, most likely your browser is set to not save or to delete cookies. (Cookies are small files saved on your computers to allow websites to remember information, like your recent search parameters.) See here for information on how to enable cookies.