You already have it installed on both computers so what you have to do is make teamviewer autostart on the other computer. As far as I know, there is an option that allows you to keep teamviewer minimized in the taskbar, which shows the icon only instead of the entire window. And you can Set a predefined password ,as you already know it generates a random key everytime teamviewer is started.