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 Ben Williamson ×

The developments commanding sustained expert attention

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

New AI field signal Signal 6h ago
⚡ 58 h early

Ai social sciences

8 experts across 3 network communities independently surfaced this.

8 experts 3 communities 1 sources clustered
Established AI field signal Analysis 12d 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…”

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

6 experts across 2 network communities independently surfaced this.

6 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 Research 4d ago
⚡ 4 h early
LLMs distort written language paper

How LLMs Distort Our Written Language

4 experts across 2 network communities independently surfaced this.

4 experts 2 communities 1 sources clustered
How the network is reacting 3 experts are independently emphasizing research & technical analysis.
Reaction converging

Research & technical analysis

3 experts

Evidence, methods and technical implications.

“Fantastic paper demonstrating how LLM editing is gradually distorting our writing and the way we think to write: arxiv.org/abs/2603.18161”

3 experts discussed this · 4 posts
Eugene Vinitsky: Fantastic paper demonstrating how LLM editing is gradually distorting our writing and the way we think to write: arxiv.org/abs/2603.18161
Eugene Vinitsky: Sitting in Marwa's fantastic PhD defense, trying my best not to just retweet all her papers
Isaiah Bishop: Fantastic paper demonstrating how LLM editing is gradually distorting our writing and the way we think to write: arxiv.org/abs/2603.18161
Open the full discussion →
Established AI field signal Development 5d ago
Harvard faculty oppose AI writing courses

Harvard Humanities Faculty Push Back on Deming’s Call for AI Use in Writing Courses | The Harvard Crimson

5 experts across 3 network communities independently surfaced this.

5 experts 3 communities 1 sources clustered

““Harvard faculty in the humanities and social sciences expressed broad concern over an email Harvard College Dean David J. Deming sent students Wednesday suggesting that artificial intelligence be integrated into ‘writing-intensive’ courses.””

“Good pushback from Harvard faculty against the dean who doesn't understand learning. www.thecrimson.com/article/2026...”

Established Culture, work & education Development 10d ago
⚡ 8 h early
Alpha School AI Chicago launch

Alpha School wants AI to teach a billion kids. Should it?

5 experts across 3 network communities independently surfaced this.

5 experts 3 communities 1 sources clustered

“The most Betteridge’s Law headline to ever do it”

“Oh so you really know jack shit about kids, pedagogy, education… www.scientificamerican.com/article/alph...”

6 experts discussed this · 29 posts
Hypervisible : Oh so you really know jack shit about kids, pedagogy, education… www.scientificamerican.com/article/alph...
Hypervisible : This is so offensive I’m kinda speechless.
Hypervisible : Now Carl will tell us how schools are like McDonald’s 🤦🏿‍♂️
Open the full discussion →
New Culture, work & education Development 11h ago
Oslo schools ban AI glasses

Forbyr KI-briller i Osloskolen

2 directory members surfaced this signal.

2 experts 1 community 1 sources clustered

“Glasses with cameras - like Meta's pervert glasses - are banned in Oslo schools. I hope universities follow suit, but this is the government's responsibilty. Ban technologies that make it easy to record or track other people without their knowledge or conse…”

Established AI field signal Development 7d ago
⚡ 3 h early
UK teacher AI use doubles

AI use among UK teachers doubles, but working hours still don

2 directory members surfaced this signal.

2 experts 2 communities 1 sources clustered

“"Although some time was saved with AI, that was more than made up for with demand to complete other tasks, resulting in 55 percent of teachers who say they use AI working the same hours as before, and 4 percent saying they work more." Uh-huh. www.theregiste…”

Established Culture, work & education Development 5d ago
OpenAI Learning Lab education launch

OpenAI launches Learning Lab for AI education research | ETIH EdTech News — EdTech Innovation Hub

2 directory members surfaced this signal.

2 experts 2 communities 1 sources clustered

“OpenAI's "Learning Lab is being positioned as an ongoing research ecosystem rather than a single research project." What this means? OpenAI is trying to make ChatGPT a global focus of educational research as well as a core pedagogic tool. www.edtechinnovati…”

Established Culture, work & education Development 11d ago
⚡ 7 h early
Alpha School parents exit Wired

Parents Fell in Love With Alpha School’s Promise. Then They Wanted Out

2 directory members surfaced this signal.

2 experts 2 communities 1 sources clustered

“The learning science-washing of Alpha seems to divert attention from its well-documented dodgy business practices and ideological mission. It poses a de-politicized way of thinking about Alpha as simply an AI learning machine for upping grades with maximum …”

Established AI field signal Signal 11d ago

Bill ackman school ai curriculum cef53f44

2 directory members surfaced this signal.

2 experts 2 communities 1 sources clustered

“Finally, this appeal to learnsci tries to make the science cover the politics of Alpha. This is a conservative for-profit attack on public schooling and teachers. Either its scientists don't realize it, or they're happy putting learning science to that poli…”

Established Culture, work & education Development 5d ago
⚡ 5 h early
CodePath Anthropic AI education partnership

CodePath and Anthropic team up to open source AI's impact on students | ETIH EdTech News — EdTech Innovation Hub

2 directory members surfaced this signal.

2 experts 2 communities 1 sources clustered

“Edu research is in serious danger of capture by genAI companies. They have research infrastructure most departments can't even imagine. But if you work with OpenAI or Anthropic et al? You're not just doing snazzy science but helping them capture the sector …”

Established Culture, work & education Analysis 5d 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

“Academic research measuring AI effects in education is appallingly biased already. New industry initiatives promise to hand research authority to big tech and construct even more problematic infrastructures for knowledge production on AI in education codeac…”

Established Compute & infrastructure Analysis 3d ago
⚡ 3 h early
AI common good infrastructure essay

Beyond AI: Infrastructuring the Common Good

2 directory members surfaced this signal.

2 experts 2 communities 1 sources clustered

“New preprint from me: 'Beyond AI: Infrastructuring the Common Good'. The paper treats AI as diagnostic of deeper contradictions, and argues that convivial practice can reclaim vital systems from the collapse of the technopolitical regime. doi.org/10.5281/ze…”

Established Policy & governance Analysis 10d ago
⚡ 108 h early
AI toys ban children critique essay

Banning AI Toys for Four Years Won't Make Kids Safer

2 directory members surfaced this signal.

2 experts 2 communities 1 sources clustered

“As California’s Legislature moves toward a four-year ban on AI toys, Sameer Hinduja argues that a moratorium buys time without producing the evidence or the standards that would actually protect children.”

What experts are discussing without an anchoring article

2 experts · 3 posts · 4d ago
samuel mehr: I got a text from an academic who's sure the editorial rejection they received, from a v good journal that I also publish in and review for, is AI-written, or at least heavily AI-edited. I read the…
Ben Williamson: Awful. We have specific text in our invites to reviewers reminding them that it is unacceptable to feed unpublished manuscripts into commercial LLM platforms.
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