Born into a poor family in Wujin, Jiangsu province as Wu Tiao , Wu Zhihui was an outstanding student, passing the challenging Juren examination in 1891.

He served at the Nanyang College Preparatory School Hall (now the Shanghai Nanyang Model High School). In 1903 in the Subao newspaper, Wu criticized the Qing government and derided then ruling Empress