OK. In the spirit of analog[y] (or perhaps more accurately "affine" or "running 
alongside"), what you and perhaps Steve, cf Hoffstadter, lay out seems to fall squarely into 
xAI versus iAI. I grant it's a bit of a false dichotomy, perhaps just for security. But I don't 
think so.

I don't see architectures like the Transformer as categorically different from 
our own brain structures. And if we view these pattern induction devices as 
narrators and the predicates they induce as narratives, then by a kind of 
cross-narrative validation, we can *cover* the world from which we induced the 
narratives. But that cover (as you point out) contains interstitial 
points/lines/saddles/etc where the cartoons don't weave together well. The 
interfaces where the induced predicates fail to match up nicely become the 
focus of the ultracrepidarians/polymaths. So the narration is a means to the 
end.

The question is, though, to what end? I'm confident that most of us, here, think of the End as "understanding the 
world", with little intent to program in a manipulative/engineering agenda. Even though we build the very world we study, we 
mostly do that building with the intent of further studying the world, especially those edge cases where our cartoons don't match 
up. But I believe there are those whose End is solely manipulative. The engineering they do is not to understand the world, but 
to build the world (usually in their image of what it should be). And they're not necessarily acting in bad faith. It seems to be 
a matter of what "they" assume versus what "we" assume. Where "we" assume the world and build 
architectures/inducers, "they" assume the architecture(s)/inducer(s) and build the world.

In the former case, narrative is a means. In the latter, narrative is the End.

And the universality of our architecture (as opposed to something more limited 
like the Transformer) allows us to flip-flop back and forth ... though more 
forth than back. Someone like Stephen Wolfram may have begun life as a 
pure-hearted discoverer, but then too often got too high on his own supply and 
became a world builder. Maybe he sometimes flips back and forth. But it's not 
the small scoped flipping that matters. It's the long-term trend that matters. 
And what *causes* such trends? ... Narrative and its hypnotic power. The better 
you are at it, the more you're at risk.

I feel like a dog chasing cars, running analog, nipping at the tires. The End 
isn't really to *catch* the car (and prolly die thereby). It's the joy of 
running alongside the car. I worry about those in my pack who want to catch the 
car.

On 1/8/25 12:54, Santafe wrote:
Glen, your timing on these articles was perfect.  Just yesterday I was having a 
conversation with a computational chemist (but more general polymath) about the 
degradation of content from recursively-generated data, and asking him for 
review material on quantifying that.

But to Steve’s point below:

This is, in a way, the central question of what empiricism is.  Since I have 
been embedded in that for about the past 2 years, I have a little better grasp 
of the threads of history in it than I otherwise would, though still very 
amateurish.

But if we are pragmatists broadly speaking, we can start with qualitative 
characteristics, and work our way toward something a bit more formal.  Also can 
use anecdotes to speak precisely, but then suppose that they are representative 
of somewhat wider classes.

Yesterday, at a meeting I was helping to run, the problem of AI-based 
classification and structure prediction for proteins came up briefly, though I 
don’t think there was a person in the room who actually does that for a living, 
so the conversation sounded sort of like one would expect in such cases.  The 
issue, though, if you do work in the area, and know a bit about where 
performance is good, where it is bad, and how those contexts are structured, 
there is a lot you can see.  Where performance is good, what the AIs are doing 
is leveraging low-density but (we-think-) good-span empirical data, and 
performing a kind of interpolation to cover a much denser query set within 
about the same span.  When one goes outside the span, performance drops off in 
ways one can quantify.  So for proteins, the well-handled part tends to be 
soluble proteins that crystallize well, and the badly-handed parts are 
membrane-embedded proteins or proteins that are “disordered” when sitting idly 
in solution, though perhaps taking on order through interaction with whatever 
substrate they are evolved to handle.  (One has to be a bit careful of the word 
“good” here.  Crystallization is not necessarily the functional context in 
which those proteins live in organisms.  So the results can be more consistent, 
but because the crystal context is a rigid systematic bias.  For many proteins, 
and many questions about them, I suspect this artifact is not fatal, but for 
some we know it actively misdirects interpretations.)

That kind of interpolation is something one can quantify.  Also the fact that 
there is some notion of “span” for this class of problems, meaning that there 
is something like a convex space of problems that can be bounded by X-ray 
crystallographic grounding, and other fields outside the perimeter (which 
probably have their own convex regions, but less has been done there — or I 
know so much less that I just don’t know about it, but I think it is the former 
— that we can’t talk well about what those regions are).

But then zoom out, to the question of narrative.  I can’t say I am against it, 
because it seems (in the very broad gloss on the term that I hear Glen as 
using) like the vehicle for interpolation, for things like human minds, and the 
tools built as prosthetics to those minds.  But the whole lesson of empiricism 
is that narrative in that sense is both essential and always to be held in 
suspicion of unreliability.  To me the Copernican revolution in the empiricist 
program was to emancipate it from metaphysics.  As long as people sought 
security, they had tendencies to go into binary categories: a priori or a 
posteriori, synthetic or analytic, and so on.  All those framings seem to 
unravel because the categories themselves are parts of a more-outer and 
contingent edifice for experiencing the world.  And also because the phenomenon 
that we refer to as “understanding” relies in essential ways on lived and 
enacted things that are delivered to us from the ineffable.  One can make 
cartoon diagrams for how this experience-of-life interfaces with the various 
“things in the world”, whether the patterns and events of nature that we didn’t 
create, or our artifacts (including not only formalisms, but learnable progams 
of behavior, like counting out music or doing arithmetic in the deliberative 
mind).  The cartoons are helpful (to me) for displacing other naive pictures by 
cross-cutting them, but of course the my cartoons themselves are also naive, so 
the main benefit is the awareness of having been broken out, which one then 
applies to my cartoons also.  (I don’t even regard the ineffable as an 
unreachable eden that has to be left to the religious people; there should be 
lots we can say toward understanding it within cognitive psychology and 
probably other approaches.  But the self-referential nature of 
talk-about-experience, and the rather thin raft that language and conversation 
form over the sea of experience, do make these hard problems, and it seems we 
are in early days progressing on them.)

In any case, the point I started toward in the last two paragraphs and then 
veered from was: when one isn’t seeking security and tempted by the various 
binary or predicate framings that the security quest suggests, one asks 
different questions, like how reliability measures for different interpolators 
can be characterized, as fields of problems change, etc.  The choice to 
characterize in that way, like all others, reduces to a partly indefensible 
arbitrariness, because it reduces an infinite field of choices to something 
concrete and definite.  But once one has accepted that, the performance 
characterization becomes a tractable piece of work, and the pairing of the kind 
of characterization and the characteristics one gets out is as concrete as 
anything else in the natural world.  It comes to exist as an artifact, which 
has persistence even if later we decide we have to interpret it in somewhat 
different terms than the ones we were using when we generated it.  All of that 
seems very tractable to me, and not logically fraught.

Anyway; don’t think I have a conclusion….

Eric



On Jan 9, 2025, at 4:16, steve smith <sasm...@swcp.com> wrote:


Why language models collapse when trained on recursively generated text
https://arxiv.org/abs/2412.14872
Without doing more than scanning this doc, I am lead to wonder at just what the 
collective human knowledge base (noosphere?) is if not a recursively generated text?   An 
obvious answer is that said recursive text/discourse also folds in sensori-motor 
engagement in the larger "natural world" as it unfolds...  so it is not 
*entirely* masturbatory as the example above appears to be.

seems to make the point in a hygienic way (even if ideal or over-simplified). We make 
inferences based on "our" (un-unified) past inferences, build upon the built 
environment, etc. In the humanities, I guess it's been called hyperreality or somesuch. 
Notice the infamous Catwoman died a few days ago.
I need to review the "hyperreality" legacy... I vaguely remember the coining of 
the term in the 90s?

It all (even the paper Roger just posted) reminds me of a response I learned from Monty 
Python: "Oh, come on. Pull the other one." And FWIW, I think this current 
outburst on my part spawns from this essay:

Life is Meaningless: What Now?
https://youtu.be/3x4UoAgF9I4?si=7uVDeiDQ8STTJtv7

In particular, "he [Camus] has to introduce the opposing concept—solidarity. This 
solidarity is a way of reconstructing mutual respect and regard between people in the 
absence of transcendent values, hence his argument for a natural sense of shared humanity 
since we are all forever struggling against the absurd."

Fascinating summary/treatment of Camus and the kink he put in Existentialism...  familiar 
to me in principle but in this moment, with this presentation and your summary, and 
perhaps the "existential crisis of this moment" (as discussed with Jochen on a 
parallel thread?) it is particularly poignant.

Thanks for offering some "solidarity" of this nature during what might be a collective existential 
crisis.   Strange to realize that it might be "as good as it gets" to rally around the 
"meaninglessness of life"?


On 1/7/25 09:40, steve smith wrote:
Regarding Glen's article "challenging the 'paleo' diet narrative".   I'm sure 
their reports are generally accurate and in fact homo-this-n-that have been including 
significant plant sources into our diets for much longer than we might have suspected.  
Our Gorilla cousins at several times our body mass and with significantly higher muscle 
tone live almost entirely on low-grade vegetation.    But the article presents this as if 
~1M years of hominid development across a very wide range of ecosystems was monolithic?  
There are still near subsistence cultures whose primary source of nourishment is animal 
protein (e.g. Aleuts,  Evenki/Ewenki/Sami)?

I'm a fan of the "myth of paleo" even though I'm mostly vegetarian.   I like the 
*idea* of living a feast/famine cycle and obtaining most of my nutrition from fairly 
primary/raw sources. Of course, my modern industrial embedding has me eating avocados grown on 
Mexican-Cartel owned farms and almonds grown in the central valley of California on river water 
diverted from the Colorado river basin.   <sigh>.

On 1/7/25 06:21, glen wrote:

Archaeological study challenges 'paleo' diet narrative of ancient 
hunter–gatherers
https://phys.org/news/2025-01-archaeological-paleo-diet-narrative-ancient.html

Renee' convinced me to eat fried chicken the other night. ... Well, OK. She just put it 
in front of me and my omnivorous nature took over. Fine. It's fine. Everything's fine. 
But it reminded me of the fitness influencers and their obsession with chicken and [ahem] 
"protein". Then I noticed the notorious non-sequitur science communicator 
Andrew Huberman is now platforming notorious motivated-reasoning through evolutionary 
psychology guru Jordan Peterson. Ugh. And Jan 6 is now a holiday celebrating those morons 
who broke into the Capitol. Am I just old? Or is the world actually going to hell in a 
handbasket? Get off my lawn!



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