What Does the Word Salafi Mean?

AbdulKareem As-Sam'aani said:

"As-Salafi - with a fat-hah on the Seen and Laam - and at the end is a Faa; This is an attribution to the Salaf and adopting their methodology."

- Al-Ansaab (7/104)