In both in vitro and in vivo studies, the green‐fluorescent TC‐WS‐CQDs induced autophagy through the p53‐AMPK pathway, revealing significant tumor suppression with minimal systemic toxicity. The gene discussed is TP53; the disease is neoplasm.