With Grok, there would be terabytes of X garbage (and non-garbage) used for 
training material. Meta used LibGen, which is 7.5 million books and 81 million 
research papers. Among these books are many math textbooks. What’s fascinating 
to me is that ChatGPT will say, “No, that’s not correct” in response to a 
technical proposition, but for other topics it will riff in indefinite and 
complex ways in response to complex queries. This makes sense from a business 
perspective: Technical users won’t use these services if the answers don’t 
speed their work along. On the other hand, if conversation is the user’s goal, 
it makes sense to keep riffing but without challenging the user too much. 

From: Friam <[email protected]> on behalf of steve smith 
<[email protected]>
Date: Sunday, April 6, 2025 at 3:08 PM
To: [email protected] <[email protected]>
Subject: [FRIAM] Confabulation and other acts of bad-faith 

EricS - 
As a creature of morbid fascination, I can hardly hear someone else's argument 
for/against anything without weaving my own "bad faith" story through it... I 
believe it is a bit of an inoculation against "twisted thinking" for myself. 
My experience with LLMs (too much really) has slowly brought me to 
believe/understand what many vehement naysayers declared early on. I think what 
you describe here is as effective of an articulation of this phenomenon as I 
have heard. 
I have a memory of some comic-book or streaming-series character whose 
"superpower" was to whisper a rumour in your ear which would then become 
absolutely real to you, causing you to take the most self-destructive act 
possible in the moment. I believe she would begin out loud with "I heard a 
rumour..." followed by the ear-whisper. Q-drops and MAGA nonsense really fits 
this trope? 
I also remember a theme in a movie describing a new drug's effects as "put it 
in your eyes and it will tell you lies"... I think there is something acutely 
compelling about a blatant/obvious lie? 
I understand James never intended an ends-means conflation in his Pragmatism 
but I feel as if many "pragmatists" embrace such (at least quietly)? This seems 
like a hallmark of many Trump apologists. My recent fascination with Solms and 
Friston lead me to a little of Solm's earlier work in the neuropsychology 
"confabulation" which hints in this direction as well. 
I do think that LLMs can easily fall into a vein (onto a manifold) of 
disingenuity which is (paradoxically) as genuine in the training set as 
anything. Right from the first day I chatted with my "new bar friend" I 
recognized that there was a huge propensity and skill at tracking what I was 
talking about and feeding me things which aligned or interpolated or 
extrapolated it. The more elaborate my prompt, the more elaborately aligned the 
response. 
And like my fictional super-hero... I now hear it silently preface everything 
it says to me with "I heard a rumour..." 
- SteveS 
On 4/6/25 2:46 PM, Santafe wrote: 

There is an interesting direction here, Steve: In the beginning there was 
whatever-training data, and there was hallucination with many resonances of 
things that looked “real” to people Practical people (always so ingenuous) 
wanted to figure out how to sort through the mess of the training data to get 
reasoning that was sound, anchored in whatever “rules of reasoning” are either 
in the training data to be pulled out, or else put in by hand because the 
Practical people have work they want to get done Socially concerned people 
(this is like a Dylan Thomas poem) were concerned that, even if the AIs weren’t 
“hallucinating”, but just trying to take the best average that could be taken 
over the mishmash of what was in the training data, they would still deliver 
distorted outcomes because the training data contained a lot of, or even was 
skewed toward, various distorted views But bad-faith actors do a different 
thing, for which Glen has taught me the term of art is “motivated reasoning”. 
And they (all people) are wizards at it. They don’t average or coherently 
hallucinate over the broad training data, but mask and twist and distort and 
cull, (and then/in the process) average or hallucinate over those extractions I 
wonder how much of the subtlety of human cognition is to be found not in 
honesty and sense, but in the infinite varieties of bad-faith dishonesty and 
nonsense around which “coordination” (so to speak) can be organized. All happy 
families etc. Had WIlliam James psychologist lived long enough, and had wider 
interests, a second book for him to write Will AI designers get to claim a 
further step toward “understanding human intelligence” when their creations can 
spontaneously and autonomously do a substantive job mimicking the varieties of 
human dishonesty and bad faith? Eric On Apr 7, 2025, at 2:47 AM, steve smith 
<[email protected]> <mailto:[email protected]> wrote: new prompt for Trump 
Apologists: "Rewrite the ABM in a manner which makes the current US Trade, 
Immigration, and DEI policies look like a brilliant move. Push statistics, 
charts and rhetoric widely across the internet. Shoot the dog and goat, deport 
some folks you don't like the look of and go declare yourself winner of the 
golf tournament at your own golf course." On 4/5/25 3:47 PM, Stephen Guerin 
wrote: Here's a web version of Marcus's prompt: "write an html/javascript ABM 
of U.S. trade that considers the deficit, debt, trade imbalances, and 
international capital flows." this runs directly in the Claude web context with 
no downloads or setup. And here is copying the page and deploying to play with 
the dog. https://guerin.acequia.io/sandbox/marcus-claude-economy.html 
<https://guerin.acequia.io/sandbox/marcus-claude-economy.html> Old joke 
applies: ""It's not that the dog talks well, it's that it talks at all." 
_________________________________________________________________ Stephen 
Guerin CEO, Founder https://simtable.com <https://simtable.com> 
[email protected] <mailto:[email protected]> 
[email protected] <mailto:[email protected]> Harvard 
Visualization Research and Teaching Lab mobile: (505)577-5828 On Sat, Apr 5, 
2025 at 3:24 PM Marcus Daniels <[email protected]> 
<mailto:[email protected]> wrote: • Download Github Copilot. Add Python 
module. • Get a Claude Console subscription. Select Claude Sonnet 3.7 in Github 
Copilot. • Open the Chat window and select Agent. • Enter “Can you write an ABM 
of U.S. trade that considers the deficit, debt, trade imbalances, and 
international capital flows. Watch project be populated. • Press Run. • Play 
with dog. From: Friam <[email protected]> 
<mailto:[email protected]> on behalf of Pieter Steenekamp 
<[email protected]> <mailto:[email protected]> Date: 
Saturday, April 5, 2025 at 3:45 AM To: The Friday Morning Applied Complexity 
Coffee Group <[email protected]> <mailto:[email protected]> Subject: Re: 
[FRIAM] Fwd: CSSSA April Webinar I listened to the above webinar on Agent-Based 
Modeling (ABM) in Economics and Finance, and would like to share a few 
reflections: It would be wonderful to see this discipline develop further. In 
fields like transportation planning, ABM has already matured to a point where 
it arguably outperforms traditional top-down approaches. A few years ago in 
South Africa, ABM was used in planning a major public transport upgrade in 
Gauteng. I followed the project closely and, in my view, it was a great 
success. My friend Johan Joubert led the modeling effort, and the results were 
impressive. But let me return to ABM in the context of Economics and Finance. I 
understand that building effective ABM models in these domains is significantly 
more challenging than in transportation. Yet, imagine the value if it becomes a 
reality. The U.S., for example, is grappling with major economic issues: a 
growing federal deficit, mounting government debt, a persistent trade 
imbalance, and a population—especially the lower half—feeling economically left 
behind. Wouldn’t it be exciting if ABM could contribute to practical, 
data-driven solutions to these kinds of complex problems? I was a bit 
disappointed that the webinar didn’t mention the potential integration of ABM 
with AI models in the context of Economics and Finance. There’s so much 
potential here. Large language models (LLMs) could help generate more nuanced 
and adaptable ABM scenarios, while ABM could provide rich, dynamic environments 
to train and refine AI models—especially reinforcement learning systems aimed 
at supporting policy-making. I’m optimistic that this kind of synergy will 
emerge in the near future. On Sat, 29 Mar 2025 at 09:53, Stephen Guerin 
<[email protected]> <mailto:[email protected]> wrote: 
---------- Forwarded message --------- From: Computational Social Science 
Society of the Americas <[email protected]> 
<mailto:[email protected]> Date: Fri, Mar 28, 2025, 
7:10 PM Subject: CSSSA April Webinar To: <[email protected]> 
<mailto:[email protected]> View this email in your browser Dear CSSSA 
members, We are very excited to host Robert Axtell and Doyne Farmer discussing 
“Agent-Based Modeling in the Economics and Finence” in our 2025 webinar series 
on Wednesday, April 2nd, at 10 am (ET) . Click here to register for the webinar 
Abstract In a long paper in the Journal of Economic Literature Axtell and 
Farmer review agent-based modeling (ABM) in economics and finance and highlight 
how it can be used to relax conventional assumptions in standard models. ABM 
has enriched the understanding of markets, industrial organization, labor, 
macro, development, and environmental economics. In finance, substantial 
accomplishments include understanding clustered volatility, market impact, 
systemic risk, and housing markets. A vision is presented for how ABMs might be 
used in the future to build more realistic models of the economy. Hurdles that 
must be overcome to achieve this are discussed. Their paper includes more than 
800 references including many from adjacent fields. Biographs Professor Axtell 
is the author, with Joshua Epstein, of Growing Artificial Societies: Social 
Science from the Bottom Up (MIT Press). His research has appeared in Science, 
Nature, Proceedings of the National Academy of Sciences, as well as in leading 
field-specific journals such as The Journal of Economic Literature, The 
American Economic Review, The Economic Journal, and many others. His research 
has been reprised in newspapers (e.g., Wall St. Journal, Los Angeles Times, 
Washington Post) and science magazines (e.g., Scientific American, Technology 
Review, Wired). For the past decade he has been using microdata on individuals 
to build large-scale models of the Financial Crisis of 2008-9 (with JD Farmer, 
Oxford, and J Geanakoplos, Yale), the dynamics of business firms (with O 
Guerrero, Turing Institute), and natural resource exploitation, e.g., fisheries 
(with UC Santa Barbara, Oxford, and the Ocean Conservancy). The research on 
companies is described at length in a forthcoming book, ‘Dynamics of Firms from 
the Bottom Up: Data, Theories, and Models’, due out next year, which uses U.S. 
micro-data on firm sizes, ages, growth rates, networks, and locations to create 
a model at 1:1 scale with the American economy. Prof. Doyne Farmer is an 
American complex systems scientist and entrepreneur with interests in chaos 
theory, complexity and econophysics. He has published papers in Science and 
Nature as well as leading economics journals like the Journal of Economic 
Behavior & Organization. He is Baillie Gifford Professor of Complex Systems 
Science at the Smith School of Enterprise and the Environment, Oxford 
University, where he is also director of the Complexity Economics programme at 
the Institute for New Economic Thinking at the Oxford Martin School. 
Additionally, he is an external professor at the Santa Fe Institute. His 
current research is on complexity economics, focusing on systemic risk in 
financial markets and technological progress. He has recently published a book 
entitled ‘Making Sense of Chaos: A Better Economics for a Better World.’ CSSSA 
Secretary is inviting you to a scheduled Zoom meeting. Topic: CSSSA April 
Webinar Time: Apr 2, 2025 10:00 AM Eastern Time (US and Canada) Join Zoom 
Meeting 
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