Through hydrophobic interactions and π–π stacking, peptide-modified prodrugs self-assemble into cancer-activating Dox prodrug nanoparticles (CAP-NPs) that are specifically degraded into cytotoxic Dox molecules by cathepsin B, an enzyme overexpressed in cancer cells. Here, CTSB is linked to cancer.