Mark,

Since the quote you are responding to is from me, let me respond.

Much of what you say is true.  I am aware of multiple places in the
Novamente approach where tough programming, hard engineering choices, and
experimentation are needed.  But I don’t know where any miracles are
required.

If you know of any, please point them out to me.

Perhaps it is because of my own thinking which I have done prior to
hearing of Novamente, but I have not thought reasoning by analogy is
conceptually hard for years.  Read Hofstadter’s CopyCat and think how it
could map into Novamente.  A little imagination is required.  Of course,
tuning it to get near optimal results might not be trivial.

I would not suggest for one second that the Novamente approach is the
only, or necessarily best approach (for all I know the NSA may already
have something better up and running).  I, like you, think I know of
things that could improve it.  But it is the best, most complete, overall
approach of which I know, and since a lot has been written on it, it is an
approach one can discuss without having to spend a hundred pages to let
people know what you are talking about.

In multiple posts I have used the phrase Novamente-like approach.  I think
Jeff Hawkin’s approach actually is somewhat Novamente-like, and the two
approach are actually likely to get more similar, at an abstract level, as
they each become more complete systems and get more experience with the
problem.

In several posts I have said the fastest way to AGI would be for there to
be serious funding of multiple different teams.  Currently based on my
knowledge, which is far from omnipotent, I think Novamente should be one
of those teams.  But I would not suggest any serious effort by deep
funding to jump start AGI should place all its eggs in one basket.

If you don’t think the Novamente approach is the fastest path to AGI, I
would be interesting in hearing what you consider to be better.  I would
also be interested in hearing what you consider to be the other nearest
competitive approaches.

Ed Porter
(617) 494-1722
Fax (617) 494-1822
[EMAIL PROTECTED]



-----Original Message-----
From: Mark Waser [mailto:[EMAIL PROTECTED]
Sent: Monday, November 12, 2007 9:26 AM
To: [email protected]
Subject: Re: [agi] What best evidence for fast AI?


> As I wrote to Robin Hanson earlier today, the fact you don’t agree
> with
> what we view as the relatively high probability of success for our
> approach does not reflect poorly on either your intelligence or your
> knowledge of AI.  If you haven’t spent a lot of time thinking about a
> Novamente-like approach there is no reason, no matter how bright you are

> that you should be able to understand its promise.

Maybe I shouldn't get into this, but . . . .

I've read the detailed Novamente design.  It meshed very well with a lot
of
my previous intuitions and in some areas went into a lot more detail (and
went into a lot less detail in others).  I firmly believe that an AGI
could
be built on top of Novamente's design.

That being said, I don't believe that Novamente is particularly close to
the
fastest path to AGI for several reasons.

First, Novamente is a discovery system (and a *really* good one).  The
other
parts of it's design, however, are not fully fleshed out and there are
huge
"a miracle happens here" holes.  This is not to denigrate Ben and his team

in any way, shape, or form.  They've done wonders with their resources and

can't do everything.

Second, over the past few years, I've become more and more convinced that
discovery systems, while they do "learn", are not the type of learning
that
I think is necessary for AGI.  Novamente can certainly tease out patterns
from large quantities of data but it isn't fully designed (at this point)
to
do anything like reasoning by analogy, for example.  Ben does have some
plans for this but, my opinion is that, he is still in the realm of "a
miracle happens here" on this subject.

Third, and I've said this before, there are some fundamental engineering
features (scale-invariance of knowledge, ways of determining and
exploiting
encapsulation and modularity of knowledge without killing useful "leaky"
abstractions, etc.) that aren't implemented yet in Novamente that really
need to be implemented much earlier rather than later.  Also, I have a lot

of questions about Novamente's "memory" design.

In particular, I think that Novamente's foray into learning in a virtual
world is either going to be incredibly useful or a rather large bust
because
it is precisely the type of learning that Novamente hasn't specialized in
before this point.

A number of people on this list seem to regard Ben as almost a deity or a
prophet.  Ben is intelligent, creative, has a solid background, and gets
to
work hard in the field so he looks a lot better than most everyone else.
It
also means that he has polished his ideas and eliminated the most obvious
problems.  This does not, however, mean that he has a provably correct
path.
Novamente may lead to AGI (with *a lot* more hard work).  Personally, as
I've said, I believe that it is *a path* but one which will be overtaken
and
passed by a shorter, easier path (just as I believe that brain emulation
is
a path that will be overtaken and passed by a shorter, easier path).

When one simply looks at the difference between the brain emulation path
and
the Novamente path (much less other paths like Hawkins, etc), one has to
realize that there is a *wide* range of potentially viable paths to AGI.
What is particularly distressing is those individuals who insist on being
Novamente fanboys without pointing to any specific features that are
particularly important or unique.  Ben and, for example, Richard argue in
specific details.  They pretty much understand where each other stands but

disagree with some fundamental (but unprovable) assumptions on the other's

part.  Personally, it seems to me that Novamente could answer Richard's
complaints with some tweaking and minor/moderate change of focus (since
Novamente is actually more a framework than an absolutely rigid design in
many ways) but that the two of them are currently more interested in being

different that working together.

But this has gotten rather long so I should sum up . . . . Novamente has
great promise -- but part of the reason why it has such great promise is
because so much of it *hasn't* been fully determined yet.  The design is
still open enough that it can be stretched to fit many things.  The
problem
is that stretching it in some directions may/probably will make it less
adept at other things (jack of all trades/master of none) and it may well
be
(and this is my primary complaint) that it is *so* general that, while it
could serve as the basis of an AGI, it is far more complicated than
necessary to do so (just as a bird's biology is not necessary for flight).

Thus, those blindly insisting that Novamente is the be-all-and-end-all and

that all other approaches should be abandoned are not doing any of us a
service.  I want to see Novamente go forward but we shouldn't put all of
our
eggs in one basket.


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