The characters in Tokyo Revengers deal with the cyclical nature of violence and revenge by trying to break the cycle through various means, such as seeking reconciliation, forgiveness, and understanding. They also strive to make positive changes and prevent further escalation of conflicts by addressing underlying issues and working towards peaceful resolutions.