This episode introduces "The AI Scientist," a system designed to automate the scientific research process using large language models (LLMs). The AI Scientist can generate research ideas, design and execute experiments, analyse results, and even write research papers, all with minimal human intervention. The system has been tested in various machine learning subfields, including diffusion models and language modeling, producing papers with potential conference relevance at a low cost.