Explore the future of artificial intelligence in this thought-provoking 44-minute talk by Joao Carreira from Google DeepMind. Delve into the question of whether we will see 10 highly advanced AI systems or 10 billion less sophisticated ones, examining the implications for higher-level intelligence from AI, psychological, and neuroscientific perspectives. Gain insights into the potential trajectories of AI development and their impact on our understanding of intelligence across different fields.