Mosh was born in Russia during the Soviet Union to parents who both worked with the national gymnastics team. Having moved across the world to Florida at age 3 and after the collapse of the Soviet Union, her parents continued to work as gymnastic coaches and later Mosh and her family relocated to Maryland.