Exploration of AI applications in the medical field, including med Gemini for gene extraction and surgical video analysis. Discussion on the use of filler tokens in transformer models for enhanced performance and questions raised on model interpretability. Focus on teaching large language models to reason about code using self-training and chain of thought rationales.