A dual-tier architecture called OncoAgent separates sensitive patient data from general medical knowledge to preserve privacy. This framework coordinates specialized agents to provide clinical decision support for cancer treatment. It reduces hallucinations by grounding responses in verified medical literature. Practitioners can now deploy autonomous oncology assistants without compromising strict patient confidentiality standards.