He made his senior debut in the final game of the season against Shanghai Shenhua on 1 December 2019, where he came on as a late substitute in a 3–0 victory.

[4] On 16 October 2020, Wu scored his first career goal in a 3–1 win over Hebei China Fortune in the quarter-finals of the 2020 Chinese Super League championship playoffs.

[10] In early September 2024, Polish club Radomiak Radom agreed on a deal with İstanbul Başakşehir to loan Wu until the end of the season.

[15] On 30 January 2025, İstanbul Başakşehir announced that Wu is leaving the Turkish side and joining Chinese Super League club Beijing Guoan.

[16] On 24 July 2022, Wu made his international debut in a 0–0 draw against Japan in the 2022 EAFF E-1 Football Championship, as the Chinese FA decided to field the U-23 national team for this senior competition.