I still do not believe that probability nets or probability graphs
represent the best basis for AGI. The advances that have been made with
probability nets can be explained by pointing out that it makes sense that
(relatively) large numbers of groups using more crude methods (that are
shown to have some effectiveness) will be likely to produce early advances.
When Spock announces the probability evaluation of some estimate that he
has made of a future occurrence it is humorous to many fans of Star Trek
just because it is such an absurd ability for a human to make use of.
Certain mathematicians (and savants) can make extraordinary calculations
but there is little evidence that they are using these calculations in
their sound everyday reasoning.

I have pointed out that addition and multiplication using n-ary base number
systems were extraordinary achievements. Computers were designed to do
arithmetic. So if your AI programming can effectively exploit the leverage
that computational arithmetic enjoys then you should be able to make some
advances in the field.

Although logical reasoning can be formed using computational arithmetic,
there is something clearly missing in the field The p vs np problem
illustrates this. However, I do not think that a solution of p=np is
necessary for important and significant advances to be made in
computational logic. There have been times when advances in logic were made
even though p=np was not achieved. For example, some advances were made  in
the 1990s using probability relations. (My guess is that the more
significant advances were looking at special cases.)  This does not mean
that I think the probability must be the basis for innovations in logic.

I believe that the distinctions between different methods of abstraction
will be necessary to make truly significant advances in AGI. I compare this
issue to be similar to the problem that Cauchy solved by being, " ...one of
the first to state and prove theorems of calculus rigorously, rejecting the
heuristic principle of the generality of algebra of earlier authors."
(quote taken from Wikipedia).

I am not imagining myself to be a AGI-Abstraction Cauchy and I am not
saying that AGI theory has to be stated and proved using rigorous theorems.
I just think that the logic of abstraction has to be more clearly defined.



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AGI
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