Geo Wyeth was born to an African American mother and a white American father in New York City. He was raised in the Hell's Kitchen neighborhood of Manhattan and Montclair, New Jersey. Wyeth received a B.A. in American studies from Yale University in New Haven, Connecticut. Following graduation, he moved to the Crown Heights neighborhood of Brooklyn and worked at Apple, Inc. and as a freelance writer, musician, and artist.