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One insight changed everything... intelligence can emerge from pattern prediction. This is a capstone video featuring key insights from the entire AI series. Thanks to Jane Street for sponsoring this video. If you want to learn more about their work in ML and open roles, visit their website: jane-st.co/AoP-ML From the first neural networks built with matchboxes and beads to today's AI systems that can reason, create, and understand language, this video reveals how machines learned to think by copying nature's three-layered approach to learning. We'll journey through the key breakthroughs - from simple visual pattern recognition to game-playing AIs that developed "alien" strategies, and finally to language models that can imagine anything we can describe. Along the way, we'll discover how researchers unlocked each layer of intelligence: evolutionary learning that keeps what works, reinforcement learning that adapts within a lifetime, and finally, language learning that allows knowledge to be shared across minds. This is the story of how pattern prediction became pattern generation, and how machines learned to think... one layer at a time. AI Safety/Deepseek Deep Seek TIMESTAMPS: 00:45 Nature's Approach to Learning 01:35 The Matchbox Computer 03:00 Abstraction 04:00 Brain-Inspired Networks 07:45 The ImageNet Moment 09:20 From Recognition to Prediction 10:30 Physical AI 12:30 Language: The Final Layer 13:15 Shannon's Insight 15:00 The GPT Revolution 19:19 Beyond Language