Joshua Sabari, MD; Christine Bestvina, MD; Hatim Husain, MD; and Julia Rotow, MD, discuss how targeted therapies for KRAS G12C and ALK::ROS1 fusion-positive advanced non–small cell lung cancer are evolving from second-line treatments to promising frontline combinations with immunotherapy, emphasizing the critical importance of comprehensive biomarker testing and the management of unique toxicity profiles as these next-generation inhibitors demonstrate improved efficacy and central nervous system penetration.