The trajectory of Google DeepMind deconstructs the transition from Atari-era gaming pixels to a high-stakes study of General-purpose AI and the architecture of Reinforcement Learning. This episode of pplpod analyzes the evolution of AlphaGo, the biological revolution of AlphaFold, and the emerging frontier of AlphaVolve. We begin our investigation by stripping away the "prescriptive manual" facade of early computing to reveal a 2010 startup founded by Demis Hassabis, Shane Legge, and Mustafa Suleiman. This deep dive focuses on the "Undisputed Champion" methodology of AlphaGo Zero, which utilized zero human data to defeat the world champion 100 to 0, proving that human knowledge was actually a bottleneck for machine intelligence.