Explore the cutting-edge developments in artificial intelligence and deep learning in this 1 hour 31 minute lecture from the Santa Fe Institute. Delve into topics such as large language models, query-based attention, and multiheaded tension. Examine scaling laws, the alignment problem, and mathematical challenges in AI. Gain insights into the limitations of current models and discuss the potential for integrated understanding systems. Analyze the concept of "tips of icebergs" in AI development and consider the missing principles in current approaches. Benefit from the speaker's personal experiences and participate in a thought-provoking discussion on the future of capturing intelligence at the level of thought.