Glioblastoma (GBM) is the most aggressive primary brain tumor, characterized by rapid proliferation, invasiveness, therapeutic resistance, and an immunosuppressive tumor microenvironment. A subpopulation of glial stem-like cells (GSCs) within GBM tumors contributes significantly to tumor initiation, progression, and relapse, displaying remarkable adaptability to oxidative stress and metabolic reprogramming. Recent evidence implicates the atypical kinases RIOK1 and RIOK2 in promoting GBM growth and proliferation through their interaction with oncogenic pathways such as AKT and c-Myc. Concurrently, the redox-sensitive Nrf2/Keap1 axis regulates antioxidant defenses and supports GSC survival and chemoresistance. Additionally, aberrant activation of the canonical Wnt/β-catenin pathway in GSCs enhances their self-renewal, immune evasion, and resistance to standard therapies, particularly under oxidative stress conditions. This review integrates current knowledge on how redox homeostasis and key signaling pathways converge to sustain GSC maintenance and GBM malignancy. Finally, we discuss emerging redox-based therapeutic strategies designed to target GSC resilience, modulate the tumor immune microenvironment, and surmount treatment resistance.