This video explores the current lack of understanding surrounding how AI, specifically large language models (LLMs), actually function. The speaker argues that while the basic mechanics are understood, the emergent capabilities that make AI impressive and transformative are not fully grasped by the field. The video aims to explain this gap and discuss ongoing research into AI interpretability.