A dual-tier multi-agent system called OncoAgent automates oncology clinical decision support while keeping patient data private. It separates a high-level orchestrator from specialized worker agents to handle complex medical queries. This architecture reduces hallucinations in clinical settings. Practitioners gain a blueprint for deploying agentic workflows in highly regulated healthcare environments.