In Chrome I can type Ctrl+L You <TAB> <Search Query> <Enter> to search YouTube. Chrome figured this out on its own by learning that when I type "You" I usually mean "YouTube". Ever since then that behavior has been very predictable for me. Why would Chrome learning what sites I usually play video on be any different?