He attended high school at the Baltimore School for the Arts, from which he graduated in 1997, and subsequently attended the Berklee College of Music, where he studied under jazz vibraphonist Dave Samuels for seven of eight semesters, the remaining semester being spent receiving instruction from vibraphonist Ed Saindon.

Since leaving Berklee in 2005 for Baltimore, Wolf has been active on the international jazz scene, touring with Bobby Watson's "Live and Learn" Sextet, Karriem Riggins' "Virtuoso Experience", Donal Fox's Scarlatti Jazz Suite Project, Christian McBride & "Inside Straight", and with his own group of young musicians, "Wolfpack".

His recent effort, the eponymous Warren Wolf (2011), features Christian McBride on bass, Peter Martin on piano, Greg Hutchinson on drums, Tim Green on alto and soprano saxophones, and Jeremy Pelt on trumpet.

In the New York Daily News on October 15, 2011, Greg Thomas[4] wrote of the CD: "To say that Warren Wolf's Mack Avenue debut is auspicious would be an understatement.

"[5] Wolf's other notable recordings as a leader are Incredible Jazz Vibes (M & I, 2005) (featuring Mulgrew Miller on piano, Vicente Archer on bass, and Kendrick Scott on drums), and Black Wolf (M & I, 2009) (again featuring Mulgrew Miller on piano, with Rodney Whitaker on bass, and Jeff "Tain" Watts on drums).