The article explains the process of adding application icons to the desktop in Ubuntu Linux, a task which is not straightforward. This is achieved by locating the .desktop file for the desired application in specific directories and then copying it to the "Desktop" folder in the Home directory. Once pasted, users must grant launching permissions to allow the icon to function.