Large language models (LLMs) have rapidly advanced, demonstrating remarkable potential for transforming numerous fields, including medicine. This presentation will explore the fundamentals of LLMs and their training methods from a clinician's perspective. We will also examine the evaluation of LLMs within medicine and ophthalmology, their current performance in medical question answering, and their promising future as smart agents in clinical settings.