A dual-tier architecture called OncoAgent uses multi-agent workflows to provide privacy-preserving clinical decision support. The system separates patient-specific data from general medical knowledge to ensure HIPAA compliance. It leverages specialized agents to synthesize oncology guidelines into actionable treatment plans. This framework reduces manual review time for clinicians while maintaining strict data isolation.