This research develops peptide-based drug delivery systems to improve cancer treatment targeting. Unlike conventional therapies, peptides can selectively bind tumors, reducing systemic side effects. Using AI to design high-affinity sequences, the system enhances precision delivery and efficacy, demonstrated by reduced tumor growth in vivo compared to non-targeted treatments.