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.

2,397 searchable experts 4,280 tracked across all sources
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Posts are grouped by conversation and tone. Select a lens to filter the stream; these are never permanent labels on people.

Showing signals surfaced by Charles Logan ×

The developments commanding sustained expert attention

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

Established AI field signal Signal 3d 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...”

New AI field signal Analysis 6h 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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Established AI field signal Signal 19d ago
⚡ 15 h early

Student writing essays ai

11 experts across 4 network communities independently surfaced this.

11 experts 4 communities 1 sources clustered
2 experts discussed this · 6 posts
Hypervisible : “Writing builds our working memory, executive planning skills and metacognition — the ability to think about our thinking, weigh alternate viewpoints and revise for clarity and style. It takes deca…
Hypervisible : The extent to which these companies (and the people who represent them) are actively hostile to students cannot be overstated. “Students need to write well enough to have a sense of which A.I. text…
Hypervisible : This statement is so egregiously bad I wish the journalist included the original quote instead of paraphrasing.
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Developing Culture, work & education Development 1d ago
⚡ 4 h early
Cocomelon studio mandates AI experimentation

Cocomelon's Studio Tells Its Artists to Start Experimenting With AI

6 experts across 2 network communities independently surfaced this.

6 experts 2 communities 1 sources clustered

“Moonbug Entertainment, which makes Cocomelon, Blippi, and other popular content for children, says it will begin using AI but will always have a 'human in the loop.' www.404media.co/cocomelons-s...”

“New: the studio behind Cocomelon is telling its artists to start using AI, according to documents seen by 404 Media. Moonbug, the studio that makes Cocomelon, one of the most important children's entertainment studios on the planet www.404media.co/cocomelon…”

Developing Culture, work & education Development 1d ago
⚡ 6 h early
US school districts impose AI moratoriums

America’s Two Largest School Districts Impose AI Moratoriums

5 experts across 2 network communities independently surfaced this.

5 experts 2 communities 1 sources clustered
How the network is reacting 2 experts are emphasizing policy & governance.
Shared emphasis

Policy & governance

2 experts

Rules, institutions and accountability.

“NYC and LA just restricted AI in classrooms, and in both cities the parents and teachers who pushed for it are celebrating. Tech Policy Press fellow Chris Mills Rodrigo reports on the grassroots movement resisting the rush to adopt AI in schools.”

Established Models & releases Analysis 15d ago
⚡ 4 h early

Anthropic’s Text Watermarking Proves AI Companies Do Not Care at All About Writing

5 experts across 3 network communities independently surfaced this.

5 experts 3 communities 1 sources clustered

“AI companies see words as interchangeable and have zero clue how to judge the “quality” of writing. www.404media.co/anthropics-t...”

“Wrote about text watermarking, a concept only slightly more offensive than AI “writing” by which AI companies show yet again that they don’t understand or care about writing at all: www.404media.co/anthropics-t...”

2 experts discussed this · 26 posts
Colin: This is not quite right. The interchangeability of words or lack thereof is already expressed by the model, independently of watermarking. The model always generates text by randomly sampling from …
Colin: The extent to which "grey" and "overcast" are interchangeable is basically P(grey|context) / P(overcast|context) (note that this is a function of the context!). If this is close to 1 then the model…
Colin: That is, if two tokens have ~equal probabilities given the context, then the model effectively flips a coin between them. But the context is very important. P("grey" | "The color half way between w…
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Established Responsible AI Analysis 8d ago
⚡ 16 h early
AI ethics discourse problems essay

Six Problems With Talking About the “Ethical” or “Responsible” Use of “AI”

5 experts across 2 network communities independently surfaced this.

5 experts 2 communities 1 sources clustered

“New on the MAIHT3k newsletter -- how to move away from the untenable, uncomfortable middle ground and towards firm "AI" resistance. buttondown.com/maiht3k/arch... w/ @deccamuldowney.bsky.social”

“New on the Mystery AI Hype Theater 3000 newsletter: @emilymbender.bsky.social and @deccamuldowney.bsky.social on what we're talking about when we talk about "ethical" "AI", and how to move away from the untenable middle ground and towards firm "AI" resistan…”

Established Culture, work & education Development 13d ago
⚡ 5 h early
deepfakes targeting teachers

They Dedicated Their Lives to Teaching. Then the Deepfakes Started

3 experts across 2 network communities independently surfaced this.

3 experts 2 communities 1 sources clustered

“Welcoming GenAI into schools continues to be, IMO, an untenable position, unless I suppose your goal is to drive out educators, in which case, the strategy is working as intended.”

Developing AI field signal Analysis 2d ago
Mystery AI Hype Theater podcast

Working 9 to Hype, 2026.08.10 - Mystery AI Hype Theater 3000

4 experts are actively discussing the implications.

4 experts 1 community 1 sources clustered

“Mystery AI Hype Theater 3000, Ep 84, in which @alexhanna.bsky.social and I explore the gulf between what the tech companies say the impact of "AI" on labor is and what they are actually doing with their mathy maths: www.buzzsprout.com/2126417/epis...”

“Full episode: www.buzzsprout.com/2126417/epis...”

4 experts discussed this · 9 posts
Alex Hanna: “AI assisted” autism screening?? 🤦🏽 From Mystery AI Hype Theater 3000’s latest episode “Working 9 to Hype”. (with @emilymbender.bsky.social)
Alex Hanna: Full episode: www.buzzsprout.com/2126417/epis...
Emily M. Bender: “AI assisted” autism screening?? 🤦🏽 From Mystery AI Hype Theater 3000’s latest episode “Working 9 to Hype”. (with @emilymbender.bsky.social)
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New AI field signal Analysis 23h ago
move slow remake things AI essay

Move Slow, Remake Things

2 directory members surfaced this signal.

2 experts 2 communities 1 sources clustered

“Wins against GenAI are “win[s] for democracy - for all the teachers and parents and students who said to district leaders that moving fast with ‘AI’ was going to break things, break people; who asked that their needs be met, their voices be heard over the n…”

““Move Slow, Remake Things” https://2ndbreakfast.audreywatters.com/move-slow-remake-things/ > This growing rejection and refusal of technology – inside and outside of schools – is about much much more than the technology itself.”

Established Compute & infrastructure Analysis 7d ago
data centers K-16 civics curriculum

More than"AI Populism": Investigating Data Centers With K-16 Students — Civics of Technology

2 directory members surfaced this signal.

2 experts 2 communities 1 sources clustered

“Evan Shieh & @jbpleasa.bsky.social on why Jasmine Sun’s “No Data Centers in My Backyard” is "an illustrative case study for the persistent shortcomings of technocracy and the 'Abundance Agenda' to faithfully represent the material, socioenvironmental concer…”

Established Culture, work & education Analysis 16d ago
⚡ 6 h early
right to refuse AI chatbot higher education essay

Grounding the right to refuse AI chatbot use in higher education - AI and Ethics

3 directory members surfaced this signal.

3 experts 1 community 1 sources clustered

“"The premise underlying this paper is that no person or institution should coerce a student, researcher or instructor to use AI chatbots to complete academic tasks." ht: Dagmar Monett”

Established Compute & infrastructure Signal 3d ago
⚡ 47 h early

Ai infrastructures and sustainability

2 experts are actively discussing the implications.

2 experts 1 community 1 sources clustered

“Video of all presentations & Q+A spui25.nl/programma/ai... From my talk: ""The chapter counterposes Total Mobilisation and decomputing to make the claim that we either incubate a technofascist order or we shift very idea of 'order' itself..."”

2 experts discussed this · 2 posts
Dan McQuillan: Book launch for 'AI, Infrastructures and Sustainability' on Wed 2nd; register for the livestream spui25.nl/programma/ai... with eds Anne Mollen & Fieke Jansen and authors Patrick Brodie, Gerwin van…
Charles Logan: Book launch for 'AI, Infrastructures and Sustainability' on Wed 2nd; register for the livestream spui25.nl/programma/ai... with eds Anne Mollen & Fieke Jansen and authors Patrick Brodie, Gerwin van…
Abstract Tesseract: Oh cool I will DEFINITELY be reading this
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New AI field signal Signal 15h ago

tandfonline.com

1 directory member surfaced this signal.

1 expert 1 community 1 sources clustered

“In the first article, Alan Foley and Fasika Melese "connect technosolutionist logics in education to broader narratives of artificial general intelligence, showing how both obscure the contributions of disabled people and other multiply marginalized communi…”

New AI field signal Signal 15h ago

Disability, AI, and the Limits of Accessibility — Civics of Technology

1 directory member surfaced this signal.

1 expert 1 community 1 sources clustered

“In this week's @civicsoftech.bsky.social blog, Alan Foley shares two open-access articles that together "move from an analysis of how educational AI reproduces ableism toward a framework educators and institutions can use to recognize and resist it."”

Established Compute & infrastructure Research 6d ago
⚡ 9 h early
AI infrastructure sustainability Springer paper

AI Infrastructures and Sustainability

2 directory members surfaced this signal.

2 experts 1 community 1 sources clustered

“Book launch for 'AI, Infrastructures and Sustainability' on Wed 2nd; register for the livestream spui25.nl/programma/ai... with eds Anne Mollen & Fieke Jansen and authors Patrick Brodie, Gerwin van Schie & myself. The book is open access & downloadable from…”

Established Responsible AI Signal 9d ago
⚡ 17 h early

Libraries as necessary sites for refusing faux fables of technofascism and imagining otherwise - AI and Ethics

2 directory members surfaced this signal.

2 experts 1 community 1 sources clustered

“"Refusal does not turn away from complexity and inspires us to ask: what is important to us? What do we need to achieve that? Who benefits from the swift adoption of AI and who is harmed? How can libraries serve as community-centered sites for actively refu…”

What experts are discussing without an anchoring article

2 experts · 6 posts · 11d ago
Charles Logan: These are the use cases OpenAI is touting in its announcement today that it’s partnering with 55 new schools systems. How else might educators accomplish these goals? Talk with colleagues about rev…
Charles Logan: I suppose they will need to learn trust the bullshit machine
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