Expert attention map

The Who's Who of AI

What credible people across AI noticed, why it matters, and where the field is converging or disagreeing.

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The developments commanding sustained expert attention

One card per development. Sources are clustered; reaction bundles describe these posts, never the people behind them.

Developing AI field signal Development 2d ago
⚡ 2 h early
Amazon acquires rare books AI training

We Tracked a Shipment of Rare Books. It Ended at an Amazon AI Training Facility

13 experts across 4 network communities independently surfaced this.

13 experts 4 communities 1 sources clustered
How the network is reacting Experts are approaching this through 2 distinct lenses.
Multiple readings

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

‘I hate what AI is doing to the minds and happiness of the young’: Katherine Rundell on the view from the classroom

13 experts across 5 network communities independently surfaced this.

13 experts 5 communities 1 sources clustered
How the network is reacting Experts are approaching this through 2 distinct lenses.
Multiple readings

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

Ai ban schools nyc

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...”

Accelerating Models & releases Analysis 13h ago
⚡ 40 h early
LLM math proofs function critique

The function of LLM-based math "proofs"

7 experts across 2 network communities independently surfaced this.

7 experts 2 communities 1 sources clustered
How the network is reacting Experts are approaching this through 2 distinct lenses.
Multiple readings

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

How to talk about

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

My students hate ai but they cant stop using it

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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Established Models & releases Research 13d ago
⚡ 953 h early
State media influence LLM training paper

State media control influences large language models | Nature

8 experts across 3 network communities independently surfaced this.

8 experts 3 communities 1 sources clustered
How the network is reacting Experts are approaching this through 2 distinct lenses.
Multiple readings

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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Established Policy & governance Signal 20d ago
⚡ 2338 h early

A civic grammar for AI rights | Science

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/...
Tamara Kneese: 👀👀👀
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Established Safety & security Analysis 3d ago
models don't go rogue essay

Models Don't Go Rogue

8 experts across 3 network communities independently surfaced this.

8 experts 3 communities 1 sources clustered
How the network is reacting 3 experts are independently emphasizing concern & critique.
Reaction converging

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

Field Theory: AI as Social Science Question, Object & Tool

6 experts across 4 network communities independently surfaced this.

6 experts 4 communities 1 sources clustered
How the network is reacting Experts are approaching this through 2 distinct lenses.
Multiple readings

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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Developing Culture, work & education Research 2d ago
⚡ 55 h early
Pew Research Americans AI views 2026

Americans and AI 2026: Chatbots, Smart Devices and Views on Impact

6 experts across 3 network communities independently surfaced this.

6 experts 3 communities 1 sources clustered
How the network is reacting Experts are approaching this through 2 distinct lenses.
Multiple readings

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...”

Accelerating Culture, work & education Development 11h ago
AI school heart monitor student critique

AI School Hooking Children Up to Heart Monitor in Front of Class While Playing Critiques of Their Work

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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Established Culture, work & education Analysis 6d ago
⚡ 116 h early
joyless decadence culture essay

Why does everything feel so joyless? Welcome to the age of decadence without pleasure | Michèle Mendelssohn and Charlie Tyson

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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Established Culture, work & education Signal 18d ago
⚡ 9 h early

Texas tech artificial intelligence ideology brandon creighton

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

Us adults turn ai personal emotional social queries

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…”

Established Culture, work & education Development 15d ago
⚡ 1344 h early
Canada AI for All strategy launch

Prime Minister Carney launches AI for All: Canada’s new national artificial intelligence strategy

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

Open Letter: Stop the Uncritical Adoption of AI Technologies in Academia

4 experts across 2 network communities independently surfaced this.

4 experts 2 communities 1 sources clustered
How the network is reacting Experts are approaching this through 2 distinct lenses.
Multiple readings

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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Established Safety & security Analysis 7d ago
⚡ 385 h early
cybernetic forests X Y reframing essay

It's Not Just X. It's Y.

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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What experts are discussing without an anchoring article

4 experts · 19 posts · 6d ago
Multiple readings Policy & governance · 1 Building & implementation · 1
Anil Dash: I'll add some nuance here — most local pushback against data centers is actually quite fluent, and not grounded in the more wild-eyed rhetoric you see on social media. Very often, the core premise …
Luke Stark: I'll add some nuance here — most local pushback against data centers is actually quite fluent, and not grounded in the more wild-eyed rhetoric you see on social media. Very often, the core premise …
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5 experts · 7 posts · 4d ago
Multiple readings Questions & unknowns · 2 Markets & investment · 1
Melanie Mitchell: "At this very moment, we have an emerging alien—and uncontrollable—intelligence that bears scrutiny" Why do pple keep saying the models are "uncontrollable"? Any of them could be put in an unhackab…
Luke Stark: "At this very moment, we have an emerging alien—and uncontrollable—intelligence that bears scrutiny" Why do pple keep saying the models are "uncontrollable"? Any of them could be put in an unhackab…
Open the thread →
3 experts · 3 posts · 1d ago
Pavel: Second hand embarrassed for all lawyers that in the end, they could not financially ruin the entire AI industry
Luke Stark: Second hand embarrassed for all lawyers that in the end, they could not financially ruin the entire AI industry
Open the thread →
3 experts · 5 posts · 6d ago
Eryk Salvaggio: The fact of the matter is that AI is language without the demands of an other subjectivity and language is a riff we can ride for a very long time: that kind of vacancy is a magnet for projecting f…
Luke Stark: The fact of the matter is that AI is language without the demands of an other subjectivity and language is a riff we can ride for a very long time: that kind of vacancy is a magnet for projecting f…
Open the thread →