Having just moved from Beijing, aging tai chi master Mr. Chu struggles to adjust to life in New York, living with his Americanized son Alex. Chu immediately butts heads with his western daughter-in-law, Martha. But when Chu begins teaching tai chi at a local school, his desire to make a meaningful connection comes to fruition in the most unexpected of ways.