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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The developments commanding sustained expert attention

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

Established Policy & governance Development 12d ago
⚡ 4 h early
arXiv updates AI rate limit policy

Fair Moderation, Equitable Access, and AI: arXiv’s Updated Rate Limit Policy

12 experts across 4 network communities independently surfaced this.

12 experts 4 communities 1 sources clustered
How the network is reacting 5 experts are independently emphasizing research & technical analysis.
Reaction converging

Research & technical analysis

5 experts

Evidence, methods and technical implications.

“Fair Moderation, Equitable Access, and AI: arXiv’s Updated Rate Limit Policy blog.arxiv.org/2026/10/01/u... #arxiv #preprint #llms #chatbots #ai #publishing #research #science”

3 experts discussed this · 4 posts
Clément Canonne: "We want to encourage authors to be mindful with their work, taking care that they are submitting something substantial of scholarly interest that meets arXiv's guidelines and standards." 2 submiss…
David Picard: Oh, so you just have to let your 5 postdocs and 17 PhD students submit the work of your 35 undergrads to be off the hook and keep your 80+ papers per year? Good to know!
Lana Sinapayen: Pretty sure this is targeting single authors with 12 LLM generated pdfs, not big labs that legitimately can produce more than 2 papers a month.
Open the full discussion →
Developing AI field signal Signal 1d ago

Google ai school features

3 experts across 2 network communities independently surfaced this.

3 experts 2 communities 1 sources clustered

“www.nytimes.com/2026/11/09/b... Ed Markey reminds Google that public schools serve the public; not the growth of Google's addictive and harmful product.”

Established Culture, work & education Development 10d ago
AI education meta-analyses audit finds flaws

39 meta-analyses, 39 positive findings: An audit finds serious flaws in research on AI in education

4 experts across 3 network communities independently surfaced this.

4 experts 3 communities 1 sources clustered

“The research record on AI in education is already pretty appalling. And researchers just keep cranking up AI to do yet more meta-reviews that then recycle the findings of sloppy studies like this one. hechingerreport.org/proof-points...”

Established AI field signal Signal 8d ago

Ai generates findings authorship and disclosure rules draw fresh scrutiny

3 experts across 2 network communities independently surfaced this.

3 experts 2 communities 1 sources clustered
Established AI research Research 11d ago
⚡ 5 h early
AI-generated language comprehension paper

Why is AI-generated language so hard to understand?

3 experts across 2 network communities independently surfaced this.

3 experts 2 communities 1 sources clustered

“Maybe this explains why AI use disclosures on journal manuscripts claiming an LLM was used for "editing and language improvement only" usually function as warnings that 8000 words of unintelligible text are to follow arxiv.org/abs/2610.291...”

Established AI field signal Signal 7d ago

theatlantic.com

3 experts across 2 network communities independently surfaced this.

3 experts 2 communities 1 sources clustered

“"I can usually find a teachable moment in any situation. But if I can no longer tell my trainees—postdocs and graduate students—that rigorous scholarship has a value that an academic journal can recognize, then I’m not sure what kind of future, exactly, I a…”

“The Currency of the Journal Article is Collapsing: www.theatlantic.com/ideas/2026/1...”

Established Culture, work & education Development 4d ago
⚡ 5 h early
Google AI overviews forced in classrooms

Google Is Forcing AI Overviews in Classrooms. Schools Are Searching for a Way Out

2 experts are actively discussing the implications.

2 experts 2 communities 2 sources clustered

“"This seems counterproductive to what we're trying to teach.... Students need opportunities to navigate search results, examine sources, and draw their own conclusions rather than being handed anAI-generated synthesis before they've even started.” www.wired…”

2 experts discussed this · 11 posts
Ben Williamson: "... it should not be down to tech giants to set education policy" - great to see this in New Scientist in response to Google's efforts to make AI the default medium for knowledge access in schools…
Ben Williamson: Google has been a problematic policy actor in education for years, far pre-dating Gemini. Its education platform Classroom was already a vector for automation in education www.edweek.org/technology…
Ben Williamson: Before ChatGPT, Google had already made its plans to introduce LLMs into education well known. In 5 years it's gone from shonky demos to forcing it into schools via existing Chromebook purchases an…
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Established AI field signal Development 11d ago
⚡ 5 h early
Lincoln University AI filming surveillance fears

'Big brother' and AI fears over Lincoln University filming

2 directory members surfaced this signal.

2 experts 2 communities 1 sources clustered

“"Colleagues are worried about AI, about our voice, our comments, our images being repurposed without our consent, perhaps used to train AI or being distorted" www.bbc.co.uk/news/article...”

New AI field signal Signal 5h ago

AI has made it ‘close to impossible’ to assess university coursework, regulator says

1 directory member surfaced this signal.

1 expert 1 community 1 sources clustered

“This piece on the Office for Students' and Department for Education's approach to AI and assessment in HE - demanding universities work out what to do about it on their own - indicates what makes this such a frustrating and enervating issue in the UK right …”

Established AI research Signal 12d ago

An ai academic standard

2 directory members surfaced this signal.

2 experts 2 communities 1 sources clustered

“Week after week, the most thoughtful statements about AI coming out of universities are from students. "If we change proven, effective pedagogy to match the constant forward march of AI, we’ll ultimately reach a point where no one learns anything at all. Wh…”

Established Culture, work & education Analysis 11d ago
AI education evidence production critique

The problem with evidence production on AI in education | code acts in education

2 directory members surfaced this signal.

2 experts 2 communities 1 sources clustered

“So bad are the meta-reviews of existing bad AIED research that there is now a whole genre of meta-meta-reviews of how bad AIED research is. AI in education has a *serious* research and evidence problem. And it shows few signs of being resolved. codeactsined…”

Established Culture, work & education Analysis 10d ago
AI tutor effectiveness study report

Five Things You Should Know About New AI Tutor Study

2 directory members surfaced this signal.

2 experts 2 communities 1 sources clustered

“Seasonably scary claims here from a big trial of a Google Deepmind-powered AI tutor in UK schools that "because 'human tutors are expensive' and most schools can’t afford them," then AI tutors "that can perform just as well could be more workable" www.the74…”

Established Culture, work & education Analysis 19d ago
⚡ 123 h early
GenAI organised irresponsibility essay

View of Implications and Inferences: On the Organised Irresponsibility of Generative Artificial Intelligence

2 experts are actively discussing the implications.

2 experts 2 communities 1 sources clustered

“A new paper from me, on organised irresponsibility in AI estsjournal.org/index.php/es...”

2 experts discussed this · 8 posts
Jack Stilgoe: A new paper from me, on organised irresponsibility in AI estsjournal.org/index.php/es...
Jack Stilgoe: Often, it is assumed that we social scientists are interested in the IMPLICATIONS of technology. I think instead we should look at the INFERENCES of technology - not what it implies for society, bu…
Jack Stilgoe: But here's Ben Affleck for the science bit
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Established Culture, work & education Development 4d ago
Google expands AI educator training globally

Expanding AI educator training to new countries

1 directory member surfaced this signal.

1 expert 1 community 1 sources clustered

“And Google is trying to habituate teachers around the world to its AI. Teachers are being trained to use Gemini in their own practice. That also naturalizes big tech in public services. blog.google/products-and...”

Established Culture, work & education Resource 10d ago
UK government AI education resource

Education

1 directory member surfaced this signal.

1 expert 1 community 1 sources clustered

“But hey, if AI tutors are cheaper than paying more humans to work in schools, and if austerity is to be the perpetual condition of schooling, then maybe we can overlook the underwhelming results and problematic implications about gender and inequality? ai.g…”