Gilbert co-founded an inmate peer education program on HIV and AIDS in the Auburn Correctional Facility in 1987, and a similar, more successful project in Great Meadows Prison in Comstock following his transfer there.
Gilbert has served time in numerous upstate New York prisons, and is currently incarcerated at the Wende Correctional Facility in Alden, New York.