I'm too ignorant to say anything useful about description vs. theory. All I was 
talking about is whether one can build a machine that discovers patterns 
without a theory. And my answer is No. But my answer depends on the "minimal" 
qualifier. A theory, in this sense, is simply a collection of theorems, 
provable sentences in a given language. (It seems like a natural extension to 
include *candidate theorems* -- hypotheticals -- that may or may not be 
provable, which may match a more vernacular conception of the word "theory".)

And to go back to Jochen's 2nd post 
<http://friam.471366.n2.nabble.com/New-ways-of-understanding-the-world-tp7599664p7599668.html>,
 it seems to me like a machine capable of discovering a theory of everything 
would *need* a prior language+axioms capable of expressing everything that 
physics (and biology, etc.) can express. And that implies a higher order 
language, a language of languages [⛧]. The "try random stuff and see what 
works" *fits* that meta-structure. A machine capable of shotgunning a huge 
number of subsequent languages *from* a prior language of languages, could 
stumble upon (or search for) a language that works.

Such meta languages are *schematic*, however. So when people like Tegmark 
assert that the universe *is* math, there's ambiguity in the word "math" that 
some people in the audience might miss, much like the ambiguity in the word 
"logic" that Nick often glosses over. Which math? Which of the many types of 
math best matches physics? Is it the same type of math that best matches 
biology? Psychology? Etc.

Of course, if we go back to Soare's definition of "computation" and require it 
to be _definit_, then it's not clear to me such a schematic AI, pre-programmed 
with a language of languages, *could* be constructed. But if we relax that 
requirement, then it seems reasonable.


[⛧] But a language of languages is still a language. Similarly, a theory of 
theories is still a theory, which is why even such a schematic AI would *still* 
require a prior theory.

On 12/1/20 6:17 AM, Marcus Daniels wrote:
> It seems to me the taxa of life are a description not a theory.

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