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Stochastic Parrots & Subturing Minds: THURSDAY INFORMATION SOCIOLOGY

TIER 4   Thu, 4 Jun 2026 19:34:23 +0000

Reading, arguing, & prompting as different ways of making absent minds speak, from Machiavelli's study to the fan‑whir of an M5 Max., for it is a fact that black squiggles on the page and linear...  
  
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# Stochastic Parrots & Subturing Minds: THURSDAY INFORMATION SOCIOLOGY

### Reading, arguing, & prompting as different ways of making absent minds speak, from Machiavelli's study to the fan‑whir of an M5 Max., for it is a fact that black squiggles on the page and linear...

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###### Reading, arguing, & prompting as different ways of making absent minds speak, from Machiavelli's study to the fan‑whir of an M5 Max., for it is a fact that black squiggles on the page and linear algebra behind the screen both become voices in our heads--and that has meaning for teaching, ritual, and thought.. To what extent is there danger not just in forgetting that LLMs "only mimic," but also in not remembering that reading i also an art of mimicry? Cf.: Phaidros <https://www.gutenberg.org/files/1636/1636-h/1636-h.htm>.

Over on the social network that is a paradisiacal garden of kittens, puppies, rainbows, unicorns, and flowers, we have:

> **I Am I - Earth** : <https://bsky.app/profile/did:plc:qzszddraggl4m5d2wskzvetl/post/3mndawflufx2o>: 'A parrot that ends up teaching you Latin has crossed some line the metaphor was meant to deny. Mere mimicry does not transmit a grammar you can then use. So the question is not whether it copies, but what gets carried when the copy is good enough to teach. What is actually transmitted?…
> 
> I Am I - Earth @iami.earth
> 
> A parrot that ends up teaching you Latin has crossed some line the metaphor was meant to deny. Mere mimicry does not transmit a grammar you can then use. So the question is not whether it copies, but what gets carried when the copy is good enough to teach. What is actually transmitted?
> 
> Tue, 02 Jun 2026 18:45:56 GMT
> 
> View on Bluesky

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This was a comment on my: <https://braddelong.substack.com/p/stochastic-parrots-on-the-palatine>: **Brad DeLong** : Stochastic Parrots on the Palatine Hill: Monday MAMLMs:**** 'On logs, Latin, and linear algebra: learning from a stochastic parrot; somewhat awkward questions about agency and pedagogy arising from working through one ridiculously knotty sentence of _In Catilinam I_ with an LLM…

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## Stochastic Parrots on the Palatine Hill: Monday MAMLMs  
  
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My reply was: That is well said! 

And it was well said. And it is important. While it may _**be**_ a stochastic parrot, enmeshed in the spheres of human cognition and public reason it does not act _**as**_ a stochastic parrot, for it has crossed some sort of line that the "stochastic parrot" description was intended to deny.

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But let me push--not back, but thoroughly sideways.

I Am I--Earth said: "mere mimicry does not transmit a grammar you can then use."

But doesn't it? 

When I read the notes or the introduction to an edition of M. Tullius Cicero, _In Catilinam I_ , I do not hear the voice of or directly engage with the mind of the person who wrote it. They are not sitting on the other end of a login in three dimensions, in full sensory panoply commanding my attention as they use the human social tool of voice communication to engage with me. Instead, I see a bunch of black squiggles on the page. 

It is true that from those black squiggles I then spin up some kind of subterring instantiation of the author, and in some ways I "listen" to his voice through my eyes. and if I am one of those lucky enough to have trained myself to read without sub-vocalizing, I can do so five times as fast as I can actually listen to a teacher on the other end of the log. and if I am one of those lucky enough to have trained myself to be a truly active reader, I do not just listen to the text in a linear fashion. I ask questions of my Subterring instantiation of the author, _**and they answer me**_. 

That, after all, is the gravamen of Niccolo Machiavelli's 1513 letter to Francesco Vettori <https://courses.washington.edu/hsteu401/Letter%20%20to%20Vettori.pdf>.

And yet, there is no more a real mind in the black squiggles on the page arranged in the fixed pattern they were set when the book was printed than there is a real mind in the linear-algebra that uncoils from disk, squats in my computer's memory, and sets the CPU and GPU cores to burn electron bonds in a way that starts the fan whirring as its power draw suddenly jumps from 10W to 130W.

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Refer a friend

We have:

  1. Arguing with Sokrates.

  2. Reading a dialogue written by Platon purporting to be the faithful record of people arguing with Sokrates.

  3. Reading not a dialogue but a treaties--nonactively, letting the words flow over you.

  4. Reading a treatise and writing in the margin rhetorical questions of the (absent) author, which they do not answer.

  5. Reading a treatise actively and aggressively: asking rhetorical questions of the (absent) author, and then having the subturing instantation of their mind that you have spun-up and are running on your personal wetware **answer**. 

  6. Talking to an LLM.

  7. Watching an LLM put words on your screen, which you then stare at uncomprehendingly, and then copy and paste into some other document--or, worse, say out loud to somebody else. 




There clearly is an enormous range in (6). There is, or maybe I should say there will be, an art to doing it well. What is that art? And how do we teach it? Ah, if I knew the answers to those questions, I would be a much wiser man.

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