He competed at the 1984 Olympic Games, and won a silver medal in the Men's Team competition.

One of their daughters is Anna Li, who competed for the UCLA Bruins gymnastics team during the 2007 – 2010 seasons at the same Pauley Pavilion where her parents won their Olympic medals.

Li and Wu were the coaches for World Silver Medalist Mackenzie Caquatto from 2004.

In April 2009, they opened Legacy Elite Gymnastics in Carol Stream, Illinois.

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