Not very insightful in my assessment. You could also ask: How does the water of alpha go turn in to the wine of a master level go round? If you can appreciate the game, just imagine the hidden gems in the actual dynamics of the network that are beyond your comprehension. The game has a finite set of actual moves but the strategy played out inside the neural network ways in quite a lot more in what could be described as an intuitive level. The wine is probably in large part in the parameters (synapses) before the round even started. If you enjoy a good wine there are chances you have good conditions within your brain to enjoy a new bottle. I wouldn't call that water.