Richard Stallman and the Free Software Foundation advocate using 'GNU/Linux' to refer to the complete operating system, emphasizing that the GNU project provides most of the userland tools while Linux is just the kernel. This naming reflects the philosophical stance about giving credit to the GNU project's contribution.