The Game of Go has been explored for 2500 years and resulted in a body of theories that Go masters study in Go schools. Alpha Go discovered that human Go understanding was caught in a local optimum, and broke out of it. The game of modern physics started only 130 years ago...
The meaning of information is how it relates to changes in other information. That is the premise of all modeling, whether it is physics or mathematics (Go is a math problem).