Developing
AI field signal
Development
2d ago
⚡ 2 h early
Amazon acquires rare books AI training
13 experts across 4 network communities independently surfaced this.
13 experts
4 communities
1 sources clustered
Building & implementation
2 experts
How teams are shipping and applying it.
“We placed a tracking device in a shipment of rare books to see which AI company was buying it, and found an Amazon facility where Amazon scans and destroys books. www.404media.co/we-tracked-a...”
Policy & governance
1 expert
Rules, institutions and accountability.
“"We’re not revealing the titles of the books included in the shipment we tracked, but they are rare, meaning there are not many copies of them in circulation." I'm highly curious what the books are. I think it matters a lot, both legally and morally. www.40…”
4 experts discussed this · 10 posts
Emanuel Maiberg: We put a tracking device in a shipment of rare books acquired by an anonymous buyer. It ended up at an Amazon facility where the company scans books for training data and destroys them in the proce…
Luke Stark: We put a tracking device in a shipment of rare books acquired by an anonymous buyer. It ended up at an Amazon facility where the company scans books for training data and destroys them in the proce…
Nafnlaus 🇮🇸 🇺🇦: Yeah, the industry itself destroys *immense* volumes of books that don't sell.
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Established
AI field signal
Analysis
11d ago
⚡ 4 h early
AI classroom youth harm essay
13 experts across 5 network communities independently surfaced this.
13 experts
5 communities
1 sources clustered
Concern & critique
2 experts
Risks, limits and unintended consequences.
“"To wrap AI into the art of learning when we have overwhelming proof of the harm it does to developing minds is feeding snake oil to the people we should cherish most." www.theguardian.com/books/ng-int...”
Building & implementation
1 expert
How teams are shipping and applying it.
“It starts like this…& it builds. 🔥🔥🔥🔥🔥🔥🔥 “If you set out to design from scratch a tool to facilitate authoritarian rule, it would look exactly like AI. You would cherish it for its ability to destabilise our shared reality & its creation of disinformation o…”
Established
AI field signal
Signal
6d ago
10 experts across 5 network communities independently surfaced this.
10 experts
5 communities
1 sources clustered
“"'The fact that this policy exists at all is due to the enormous work of parents across the city who spoke out against the overreach of A.I. into their kids’ classroom,” @kellyclancy.bsky.social said."”
“Meanwhile in New York www.nytimes.com/2026/09/01/n...”
LLM math proofs function critique
7 experts across 2 network communities independently surfaced this.
7 experts
2 communities
1 sources clustered
Building & implementation
1 expert
How teams are shipping and applying it.
“@tante.cc: 'Those “proofs” are about narrative building. Which is why especially people with no b/g in math keep using them as definite proof of LLMs being “more than just stochastic language models” which is just factually untrue and the mark of deeply uns…”
Opportunity & adoption
1 expert
New capabilities, benefits and practical upside.
“I see a lot of conjecture on what is going on inside AI labs and attributing malice or cynicism where there isn’t any direct evidence for it. There is no doubt that the leadership saw a marketing opportunity in these cases but that isn’t why the work is don…”
3 experts discussed this · 6 posts
Alex Hanna: @tante.cc: 'Those “proofs” are about narrative building. Which is why especially people with no b/g in math keep using them as definite proof of LLMs being “more than just stochastic language model…
Luke Stark: @tante.cc: 'Those “proofs” are about narrative building. Which is why especially people with no b/g in math keep using them as definite proof of LLMs being “more than just stochastic language model…
Alex Hanna: This replicates the way that people talk about "AI" and cancer, or AlphaFold and materials engineering. This is narrative work, and researchers are embroiled in jurisdictional and resourcing battle…
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Developing
AI field signal
Analysis
2d ago
⚡ 6 h early
essay how to talk AI
11 experts across 2 network communities independently surfaced this.
11 experts
2 communities
1 sources clustered
“A good rule of thumb: If the press release (or stenographic news reporting masquerading as journalism) says that an "AI" did something, that's deliberate obfuscation. Software doesn't do anything of its own accord, but folks sure like to talk about it as if…”
“Instead of railing against the latest “I asked Claude” article in a mainstream publication, I’ll just post this.”
2 experts discussed this · 16 posts
Emily M. Bender: So many conversations where otherwise serious people throw around the term "AI" without defining it, despite it being notoriously ill-defined. Thinking about why this might be >>
Emily M. Bender: In some cases, no doubt, the speaker fully believes that autonomous thinking machines are among us. (Though I said "otherwise serious people" in the prev post, so.) >>
Emily M. Bender: In other cases, I suspect that people feel like they lack the expertise to call bullshit and are repeating what they hear others say. >>
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New
AI field signal
Signal
20h ago
⚡ 51 h early
4 experts across 3 network communities independently surfaced this.
4 experts
3 communities
1 sources clustered
“This isn’t the gotcha you think. www.chronicle.com/article/my-s...”
“this piece by @jeffsharlet.bsky.social about what his students have said about AI, why they're using it, and what they think about it. "Nobody used the term “arms race,” but that’s what they described: enormous pressure to use AI or fall behind those who ar…”
3 experts discussed this · 17 posts
Jeff Sharlet: I’m a Dartmouth professor. Pres. Beilock implies in this piece that she speaks for us as a college. She does not. I don’t permit AI in my classroom. Not because it stole my work; because as I wrote…
Shannon Mattern: I’m a Dartmouth professor. Pres. Beilock implies in this piece that she speaks for us as a college. She does not. I don’t permit AI in my classroom. Not because it stole my work; because as I wrote…
Nafnlaus 🇮🇸 🇺🇦: Over half of Gen Z uses AI daily or weekly, so I guess you have an unusually AI-hating class. 🤷♀️ And the article remains true, just the same as teaching people to weave for a job when machine loo…
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State media influence LLM training paper
8 experts across 3 network communities independently surfaced this.
8 experts
3 communities
1 sources clustered
Policy & governance
2 experts
Rules, institutions and accountability.
“"...LLMs exhibit a stronger pro-government valence in the languages of countries with lower media freedom than in those with higher media freedom." www.nature.com/articles/s41...”
Research & technical analysis
2 experts
Evidence, methods and technical implications.
“Researchers from Oregon, Purdue, UC San Diego, NYU and Princeton ran six experiments. The overarching finding: state control of media in many countries is already baked into the training data of widely used commercial models, and is shaping the answers thos…”
2 experts discussed this · 2 posts
VE, cybersocial occult investigator: Starting a conspiracy theory that the papal encyclical was actually trying to get ahead of and cement Catholicism as the official machine religion
René Walter: OMG www.nature.com/articles/s41...
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6 experts across 2 network communities independently surfaced this.
6 experts
2 communities
1 sources clustered
“An expanding civic grammar for AI rights #AIBillofRights #DataCenterBillofRights www.science.org/doi/10.1126/...”
“Though President Trump rescinded the Blueprint for an AI Bill of Rights, it is having a second life. As red and blue states draft their own versions, they're drawing on the vocabulary Americans have long reached for to contest power, @alondra.bsky.social wr…”
2 experts discussed this · 2 posts
Alondra Nelson: An expanding civic grammar for AI rights #AIBillofRights #DataCenterBillofRights www.science.org/doi/10.1126/...
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models don't go rogue essay
8 experts across 3 network communities independently surfaced this.
8 experts
3 communities
1 sources clustered
Concern & critique
3 experts
Risks, limits and unintended consequences.
“Well we just disagree here, that's ok. Because I don't think it helps anyone to credit AI agents with "building a civilization" (or three) and hinting that the little guys getting dangerously smart. I'm with @eryk.bsky.social: mail.cyberneticforests.com/mod…”
5 experts discussed this · 20 posts
Timnit Gebru: Friends, when I sent this message to my team laughing, I didn't know that this fairytale blog had been shared far & wide & that people actually believed it. I didn't know that until someone asked m…
Timnit Gebru: At a certain point I have to ask myself if I got all this pedigree and spent decades doing research and building things to then spend the rest of my life attempting to come up with good arguments a…
Timnit Gebru: Agents didn't "confer" that is anthropomorphization of computer programs trained to do certain tasks.
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Developing
AI field signal
Analysis
1d ago
⚡ 2357 h early
AI as social science field essay
6 experts across 4 network communities independently surfaced this.
6 experts
4 communities
1 sources clustered
Research & technical analysis
1 expert
Evidence, methods and technical implications.
“Heartily endorsing this important piece! As I argued earlier this year, social research did not just emerge from a prior moment of social change, it did crucial sensemaking about that change, up to and including the present. That work must continue and be i…”
Questions & unknowns
1 expert
What remains unresolved or contested.
“Food for thought... "Field Theory: AI as Social Science Question, Object & Tool" www.amacad.org/publication/...”
2 experts discussed this · 3 posts
Dr. Chinasa T. Okolo: "...W. E. B. Du Bois insisted that technological change could not be understood apart from relations of power, particularly those structured by race and empire." www.amacad.org/publication/...
Alondra Nelson: "...W. E. B. Du Bois insisted that technological change could not be understood apart from relations of power, particularly those structured by race and empire." www.amacad.org/publication/...
Alondra Nelson: Thank you for reading and sharing.
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Pew Research Americans AI views 2026
6 experts across 3 network communities independently surfaced this.
6 experts
3 communities
1 sources clustered
Concern & critique
1 expert
Risks, limits and unintended consequences.
“~50% of people (in the US) use LLMs regularly, and this has only been increasing more over time. These products are already somewhat ingrained in society, and informing people about the risks and issues with tools that they are attached to does not work if …”
Opportunity & adoption
1 expert
New capabilities, benefits and practical upside.
“"More Americans are using chatbots, and some are adopting AI summaries and smart speakers. But views about AI and how fast it’s advancing tilt negative – even for younger adults" www.pewresearch.org/internet/202...”
AI school heart monitor student critique
3 experts across 2 network communities independently surfaced this.
3 experts
2 communities
1 sources clustered
“I really want to hear from the dozens of journalists who wrote glowing profiles of Alpha School in the last few years. Actually scratch that. I never want to hear from them again.”
“Grateful to @futurism.com for writing this story about what is happening at Alpha School. Includes quotes from the brilliant @audreywatters.bsky.social, described to me today as the "poet laureate" for advocates of our shared humanity. futurism.com/artifici…”
3 experts discussed this · 9 posts
Hypervisible : I really want to hear from the dozens of journalists who wrote glowing profiles of Alpha School in the last few years. Actually scratch that. I never want to hear from them again.
Luke Stark: I really want to hear from the dozens of journalists who wrote glowing profiles of Alpha School in the last few years. Actually scratch that. I never want to hear from them again.
Hypervisible : This is child abuse.
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joyless decadence culture essay
5 experts across 2 network communities independently surfaced this.
5 experts
2 communities
1 sources clustered
““There is no pleasure or pain for an AI, no skin in the game,” the philosopher Carissa Véliz writes in her recent #book Prophecy. As a result, an AI “cannot care, and therefore cannot value”. #authors www.theguardian.com/us-news/ng-i...”
““But whereas des Esseintes’s withdrawal is an immersion into the subtleties of sensation, Johnson’s ‘Don’t Die’ movement treats the delights of the senses as suspect, even fatal.” www.theguardian.com/us-news/ng-i...”
4 experts discussed this · 21 posts
Pavel: Tomato and pineapple are both sweet and acidic fruit, making it theoretically possible to create a pineapple sauce that performs the same role as tomato sauce.
Abstract Tesseract: lasagna but it's penne-apple-pineapple-penne
Pavel: I promise I am researching this solely for science and not to create the most cursed pizza imaginable
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5 experts across 2 network communities independently surfaced this.
5 experts
2 communities
1 sources clustered
““Professors describe the effort as a dystopian academic nightmare, in which ideologues are wielding technology to sideline subject-matter experts.””
““Some say the effort to ferret out forbidden topics is a dystopian academic nightmare.” A Texas University Becomes a Petri Dish for a Conservative Overhaul www.nytimes.com/2026/08/18/u...”
Established
AI field signal
Signal
6d ago
3 experts across 3 network communities independently surfaced this.
3 experts
3 communities
1 sources clustered
“The findings here and the quotes from the people surveyed are frightening, particularly given how predatory and untrustworthy these companies are.”
“> 1 in 4 US adults now turn to AI chatbots for emotional or personal advice, per a new Elon/WaPo poll. For adults under 50, it jumps to nearly 40%. While half say it helps with loneliness, not everyone knows the privacy stakes. Chat logs are retained and al…”
Canada AI for All strategy launch
5 experts across 4 network communities independently surfaced this.
5 experts
4 communities
1 sources clustered
“Lots to digest here but one piece that sticks out is the proposed regulatory framework is mostly voluntary and opaque. Hinges on voluntary certification and selective safety partnerships & evaluations behind closed doors without clear public oversight mecha…”
“Oh sorry, Canada is kinda in the AI game... but mostly as a spectator 🎟️ (when compared to spending by the US, EU and China) www.pm.gc.ca/en/news/news...”
Established
AI field signal
Development
3d ago
⚡ 705 h early
open letter AI academia adoption
4 experts across 2 network communities independently surfaced this.
4 experts
2 communities
1 sources clustered
Building & implementation
1 expert
How teams are shipping and applying it.
“"The goal of academic training is not to solve problems as efficiently and quickly as possible, but to develop skills for identifying and dealing with novel problems, which have never been solved before." openletter.earth/open-letter-... @olivia.science”
Opportunity & adoption
1 expert
New capabilities, benefits and practical upside.
“Open Letter: Stop the Uncritical Adoption of AI Technologies in Academia It's been a year & people tell me they've changed their mind, feel safer now to sign, etc. So I'm sharing it again for them. We're almost at 2k & anybody from anywhere can add their na…”
2 experts discussed this · 19 posts
Iris van Rooij: I am responsible for the academic skills line in our AI programme and I think part of the 26/27 curriculum needs to be to help students understand that all those “AI assistants” that publishers and…
Iris van Rooij: Sadly, we need to teach students now that, in contrast to computers >3 years ago, the current software is actively designed to offer them slop, desinformation, and deskilling. >>
Iris van Rooij: As if learning academic skills was not hard enough, it is now made actively harder by all the bloated “clippies”. Students need to learn and understand that part of growing to be an academic in the…
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cybernetic forests X Y reframing essay
5 experts across 2 network communities independently surfaced this.
5 experts
2 communities
1 sources clustered
“One of them is RLVR, which I’ve written about here as clearly as I could, albeit in a different context: mail.cyberneticforests.com/its-not-just...”
“Not using AI? You must pay an AI company $$$ to certify you, and then accept their AI-generated recommendations for how to not sound like AI.”
5 experts discussed this · 23 posts
Eryk Salvaggio: This may be considered spicy but as someone who wrote a paper in 2022 that put this idea into the world (re: image models) the LLM is not merely reflecting what people say on the Internet anymore; …
Eryk Salvaggio: It parrots the structure of how we discuss ideas to arrive at conclusions. They have abstracted that form of conversation into something a model can work with. But "it was obviously in the training…
Eryk Salvaggio: But all that is pretty confusing if you're stuck on the idea that language is thinking. The paradigm shift is that these models made unthinking erudition possible, and we have to grapple with under…
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