Is It Possible To Build A(One) Mobile Friendly Site By Design, To Serve All?

What does “Mobile-Friendly” mean exactly? A suggestion has been made that we have to build one site for the web and one for phones and mobile devices! Could we get some help from you, or an opinion? Thanks for your consideration.