Radiation oncology represents a complex care process involving a multidisciplinary team and can present patient safety challenges. This article summarizes practices to advance the quality and safety of radiation oncology, including incident learning systems, safety culture, and second victim support. The authors also discuss how artificial intelligence applications in radiation oncology can advance safe care and introduce new safety challenges.