PD-1 inhibitor resistance is a major hurdle in cancer immunotherapy. Six leading combination strategies—including chemotherapy, anti-angiogenic agents, radiotherapy, novel checkpoint inhibitors, microbiome modulation, and ADCs—offer new hope for overcoming resistance and improving patient outcomes.