In my fit of insomnia a couple nights ago, I kept turning over the hype around "agentic" 
LLMs. Both Pieter and Marcus are right in that, yes, LLMs must be prompted but all that's needed is 
automated prompting. Were we to equip LLMs with multimodal sensors, all of which have some 
"natural" frequency, that would provide the automatic prompting, some random, some not.

Dave raises the issue of cultural artifact half-life. So in a mixture of 
experts (MoE) sense, maybe a set of parameters encodes a 4chan meme and another 
encodes Analytic Philosophy. The lifetime of any one of those encodings would 
be set by the frequenc[y|ies] and distributions of the relevant sensor inputs 
(including the feedback loops in which they participate).

The question I guess I'm asking is whether the LLMs can automatically discover new stability states 
or not. Do paths off of, say, the 4chan meme lead to new stable encodings or does it devolve into 
noise? Arriving at a new stable point would be evidence of curiosity and a devolution into noise 
would be akin to a psychological disorder. Quickly hopping from one "hobby" to another 
would be one personality. Focusing on a single "hobby" for a long time would be a 
different personality. But curiosity would be represented by the facility with which one *can* hop, 
even if that LLM finds it distasteful to hop around all the time.

My whipping post is that our intention is to build LLMs that capture *all* of 
*every* curious thing humans have ever written/talked about. Agentic LLMs slice 
that totalist space into pieces. The purpose of your Agent(s) isn't to be able 
to do anything anywhere and at any time. The purpose is to do some things, 
somewhere, at some times. This seems to defy the MoE conception.

Maybe what's required is that we train foundation models on the entire human 
corpus, but then fine-tune each agent toward their sub-domains? Your 4chan 
posting Agent gets very low frequency whole corpus updates, but high frequency 
- focused - sub-domain updates.

Before, I was thinking germline changes are architectural. So the only way out 
of our current Exploitation of the transformer is a new/better architecture. 
But if we assume the transformer is sufficient, then germline might be that low 
frequency updating of the whole corpus. So even if, say, logical positivism is 
non-arbitrarily distinguishable from analytic philosophy (or 4chan posts are 
distinct from bluesky posts) each whole corpus update has to contain it all.

And cultural changes would then be in the mixture. Sure the youngsters wear 
what looks like bell bottoms these days. But somewhere in their gametes lies 
the encoding for actual bell bottoms.

On 5/27/25 10:17 PM, Marcus Daniels wrote:
Meh.

*From:*Friam <[email protected]> *On Behalf Of *Pieter Steenekamp
*Sent:* Tuesday, May 27, 2025 8:53 PM
*To:* The Friday Morning Applied Complexity Coffee Group <[email protected]>
*Subject:* Re: [FRIAM] PhDs and curiosity

In my view, current AI systems are not capable of curiosity-driven science. 
Take DeepMind’s AlphaFold, for instance—it’s hard to argue that its 
contribution isn’t “real” science. Predicting the 3D structures of over 200 
million proteins is an extraordinary achievement, especially when you consider 
that determining the structure of a single complex protein was once enough to 
earn a PhD.

Now, I realize I’m being a bit cheeky here: the brilliant creators of AlphaFold 
received a Nobel Prize, yet poor AlphaFold—who tirelessly crunched the data and 
did all the work—got nothing. Shame!

But to return to the core point: AlphaFold operates in a fundamentally 
mechanical way. It was trained on existing protein structures and learned to 
identify patterns. Of course, that’s a simplification, but the crucial point is 
this—AlphaFold wasn’t curious. It didn’t form questions, seek out unknowns, or 
explore beyond its programming. It simply did what it was designed to do.

On Tue, 27 May 2025 at 23:50, Prof David West <[email protected] 
<mailto:[email protected]>> wrote:

    Can't speak to germs, but the cultural half is, I believe, dead on.

    Two of the most pervasive aspects of culture are "worldview" and "language." Sometime 
after the Age of Reason, Western Industrial culture adopted a worldview of the Universe as a machine 
(clockworks, steam engines, computers) exemplified by 19th century physics of La Place and Mach. (All that 
pesky quantum stuff was kept in the closet almost to the 1950s.) Physics dominated the University and all the 
new disciplines that came into existence wanted to be just like Physics. Business adopted the machine 
metaphor and touted "scientific management." Computer Science and Software Engineering. Sociology 
split from Anthropology (actually more of a parallel development) based on the former's desire to be more 
scientific and experimental. Cognitive 'Science' tried to subsume much of psychology, tolerating Freud and 
eschewing Jung. Philosophy moved to Logical Positivism and its successor Analytic Philosophy.

    All of this, mostly, non-consciously; the same way that culture influences 
the behavior of those within it.

    Had a great conversation with a History of Science professor the other day 
about how misogyny became entangled in the 'scientific' and still manifests 
itself in language, behaviors, and worldview of the university as a whole.

    davew


    On Tue, May 27, 2025, at 3:11 PM, glen wrote:
     > So, with the recent conversations about when an LLM might be considered
     > alive and the extent to which some/all PhD programs represent
     > intelligence/knowledge, I landed on this question:
     >
     > Is curiosity-driven science like germ-line genetics, whereas
     > ideals/values-driven science is like cultural inheritance?
     >
     > The analogy seems OK to me. Nothing short of significant trauma can
     > divert the curious. But a cultural value/ideal (including things like
     > capitalism or whatnot) seems like it could pretty easily fade beyond 1
     > or 2 generations. Please trash this idea! I want to use it at the pub.
     > But if it doesn't pass muster, here, I may not. >8^D


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