The trajectory of Google DeepMind deconstructs the transition from retro arcade games to a high-stakes study of General-purpose AI and the architecture of Reinforcement Learning. This episode of pplpod (E5234) analyzes the evolution of AlphaGo, the biological revolution of AlphaFold, and the emerging frontier of AlphaVolve. We begin our investigation by stripping away the "clever algorithm" facade to reveal a 2010 London startup that taught machines to perceive the world through raw pixels rather than human rulebooks. This deep dive focuses on the "Self-Play" breakthrough of AlphaGo Zero, which discarded human data to defeat the world champion Lee Sedol 100 to 0, proving that human knowledge was actually a bottleneck for machine  ...