Interpreting Compression Ratios as Signals

I often think about the book Theories of Everything by John D. Barrow. There is a beautiful passage on algorithmic compressibility: The goal of science is to make sense of the diversity of nature. [Science] employs observation to gather information about the world and to test predictions about how the world will react to new circumstances, but in between
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