Building an advanced AI-driven medical diagnostic loop utilizing autonomous multi-agent workforces. The system integrates LangGraph for decentralized logic routing and Pydantic AI for strict data constraints and self-healing verification loops. This project focuses on scaling conversational speech into intelligent actions safely.