The foundation of effective medical practice lies in the exchange between physicians and patients, where adept history-taking lays the groundwork for precise diagnosis, efficient management, and the establishment of enduring trust. Recent advancements in general-purpose large language models (LLMs) highlight the potential of artificial intelligence (AI) systems to plan, reason, and incorporate contextual nuances for engaging in naturalistic conversations.