2607.17397 is a weird one.   The true believers among us might wonder why they 
are still working on their papers at all.  

-----Original Message-----
From: Friam <[email protected]> On Behalf Of glen
Sent: Friday, July 31, 2026 10:19 AM
To: [email protected]
Subject: [FRIAM] cognitive offloading


As preamble:

1) Protecting our FLOSS commons from LLMs 
https://blog.codeberg.org/protecting-our-floss-commons-from-llms.html

2) Science Direct Summary
https://www.sciencedirect.com/science/article/abs/pii/S1364661316300985

But this is the main driver for this post:

3) The unintended consequences of large language models as a labor-augmenting 
technology in science
https://arxiv.org/abs/2607.17397

I think the Codeberg hypothesis (and stance) about one-off code provides a 
clear foil for disambiguating what code/software actually *is*. There's a 
difference between collaboratively developed code and "interpretable" methods. 
It seems like 2 subtly different meanings of the word "open". Codeberg is 
(effectively, if not purposefully) saying they are not a "repository" in the 
sense of, say, https://vivli.org/. Now, I'm a fan of opinionated tech. But 
Codeberg's stance seems a bit reactionary to me. I mean, it's fine. It's their 
site, their hardware, etc. So I'm not objecting ... simply processing.

But if we move on to Duede et al (3), the paper irritates me because I like to 
believe I have an empirical bent. I'm having trouble formulating their model 
such that its premises are backed by data and that it makes testable 
predictions. It's my problem, I'm sure. But even in the abstract, they say 
"researchers will become more selective about what they publish". I feel like 
they should have prefaced that with "if our model validates" or "analysis of 
our model argues that" ... or somesuch. IDk. Inside the paper, their assertions 
are softer and more palatable ... but they still seem to be reifying.

I've included (2) because, from my perspective the LLMs are a fairly 
straightforward advancement in the lineage of the pencil, or the printing 
press, or the internet. We imbue our talisman(s) with our hopes and fears, then 
ratchet our thinking up and never look back (until someone slips a hero dose of 
LSD into our drink at the party). A large proportion of us will be 
catastrophically damaged if our ratcheted scaffolds collapse. (Some scaffolds 
are so robust no amount of truth or fact will collapse it at all.) But at least 
some subset of dorks will always be fascinated by little details like manually 
selected fonts or assessing whether some modeling assumption is *actual* as 
opposed to convenient. We're each free to offload whichever homunculus we find 
irritating. But I find myself in awe of those who relish irritation as a 
grounding to reality.

--
ꙮ Mɥǝu ǝlǝdɥɐuʇs ɟᴉƃɥʇ' ʇɥǝ ƃɹɐss snɟɟǝɹs˙ ꙮ


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