What: Randy Au argues that LLMs struggle with Exploratory Data Analysis (EDA) because they lack the human context and intentionality required to distinguish between noise and genuine patterns. He notes that AI agents often hallucinate analysis strategies and fail to provide the iterative hypothesis refinement necessary for deep data understanding.