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Ruliology of the “Forgotten” Code 10
Computational Essay Stephen Wolfram Computational Essay Stephen Wolfram

Ruliology of the “Forgotten” Code 10

Stephen Wolfram

For several years I’d been studying the question of “where complexity comes from”, for example in nature. I’d realized there was something very computational about it (and that had even led me to the concept of computational irreducibility—a term I coined just a few days before June 1, 1984). But somehow I had imagined that “true complexity” must come from something already complex or at least random. Yet here in this picture, plain as anything, complexity was just being “created”, basically from nothing. And all it took was following a very simple rule, starting from a single black cell. 

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Charting a Course for “Complexity”: Metamodeling, Ruliology and More
Research Paper Stephen Wolfram Research Paper Stephen Wolfram

Charting a Course for “Complexity”: Metamodeling, Ruliology and More

Stephen Wolfram

For me the story began nearly 50 years ago—with what I saw as a great and fundamental mystery of science. We see all sorts of complexity in nature and elsewhere. But where does it come from? How is it made? There are so many examples. Snowflakes. Galaxies. Lifeforms. Turbulence. Do they all work differently? Or is there some common underlying cause? Some essential “phenomenon of complexity”?

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