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You don't need to leave the United States to renew your passport. Your country's embassy in the US can do it for you.

Not the Chinese one apparently

This is true. My wife has renewed her Russian passport from Poland and from Chile, as well as from within the United States.

Whether you can renew a passport from outside of the country differs between countries.