Keanu Reeves prepared for the action sequences in "John Wick: Chapter 4" by engaging in rigorous training that included martial arts, firearms handling, and stunt driving. This extensive preparation ensured that Reeves could perform the complex and realistic action scenes that define the John Wick series, contributing to the authenticity and intensity of the film's combat sequences.