Logistics Driving Forces Behind AI Three key players Computation cloud compute GPUs Data Web data is a powerful source to get more general intelligence. Algorithms Old school algorithms, but then with enough data scales. Key Trends in AI moving away from symbolics: don’t code, learn moving away from small networks: deep learning LLMs popularizing machine learning more ethical AI Scale Emergence Capabilities in LMs emerge after certain scale: i.e. there’s a sudden improvement in performance after a while.