







A law professor friend tells me that LLMs have completely transformed the way she relates to grad students and post-docs – for the worse. And no, it's not that they're cheating on their homework or using LLMs to write briefs full of hallucinated cases.
How Do We Talk about LLMs?
By Jim Clifford It is never fun to watch friends argue. Generative AI has created multiple fractures across our universities and the community of historians. The stakes are high and we are all deal…

Pluralistic: Writing vs AI (07 Jan 2026) – Pluralistic: Daily links from Cory Doctorow
I come from a family of teachers – both parents taught all their lives and now oversee Ed.D candidates, brother owns a school – which has left me painfully aware of the fact that I am not a great teacher.
Pluralistic: LLMs are real, AI is fake (12 Sep 2026) – Pluralistic: Daily links from Cory Doctorow
Once you understand the corporate culture of AI "hyperscalers" consists primarily of everyone cooking their brains by locking themselves in the bathroom, holding flashlights under their chins, and saying "Aaaaaaaaaay Eyeeeeeee" until they wet themselves in terror, a lot of things snap into focus:
Pluralistic: IP can’t save you from AI (18 Aug 2026) – Pluralistic: Daily links from Cory Doctorow
You don't have to believe that AI "art" is any good (I don't), nor do you have to believe that AI "art" can be any good (I don't) to understand that the reason that the capital markets are putting trillions into AI is that they believe they can fire workers of every kind and replace them with AI:

Arguments in Favor of AI Fair Use
I made some notes on the nature of the training of LLMs, and about whether we as a society should consider the material used to train them as a fair use of that material.

Teachers Are Not OK
AI, ChatGPT, and LLMs "have absolutely blown up what I try to accomplish with my teaching."

Pluralistic: Copyright won't solve creators' Generative AI problem (09 Feb 2023)
The media spectacle of generative AI (in which AI companies' breathless claims of their software's sorcerous powers are endlessly repeated) has understandably alarmed many creative workers, a group that's already traumatized by extractive abuse by media and tech companies.
My AI Skeptic Friends Are All Nuts
My smartest friends have bananas arguments about LLM coding.

My AI Skeptic Friends Are All Nuts
My smartest friends have bananas arguments about LLM coding.

LLMs and self-referentiality
I woke up yesterday with the following thoughts, which are probably either obvious or dumb. A central thesis that many readers, including me, took from Douglas Hofstadter’s Gödel Escher Bach when y…
Pluralistic: The Reverse-Centaur’s Guide to Criticizing AI (05 Dec 2025) – Pluralistic: Daily links from Cory Doctorow
Last night, I gave a speech for the University of Washington's "Neuroscience, AI and Society" lecture series, through the university's Computational Neuroscience Center. It was called "The Reverse Centaur’s Guide to Criticizing AI," and it's based on the manuscript for my next book, "The Reverse Centaur’s Guide to Life After AI," which will be out from Farrar, Straus and Giroux next June:
Pluralistic: No one wants to read your AI slop (02 Mar 2026) – Pluralistic: Daily links from Cory Doctorow
Everyone knows (or should know) that as fascinating as your dreams are to you, they are eye-glazingly dull to everyone else. Perhaps you have a friend or two who will tolerate you recounting your dreams at them (treasure those friends), but you should never, ever presume that other people want to hear about your dreams.
There's Something Fundamentally Wrong With LLMs
LLMs aren't trained on the "vast majority of speech," experts warn, a major blind spot that could have sweeping consequences.

I've seen a lot of "saying AI is useless is hyperbolic" but the flipside hyperbole is denying that AI still has serious deficiencies. Bullshitting is inherent to the ways LLMs work. Whatever the form—erroneous facts, mangled data, fake cites, or the plagiarism here—it's impossible to fully mitigate.
Timnit Gebru
Speaking of plagiarism: scientificamerican.com/article/openais-latest-math-b…