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.

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What is moving across the network now

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

New Culture, work & education Development 19h 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 3d 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
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Established AI field signal Development 3d 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...”

Developing Compute & infrastructure Analysis 2d 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 AI field signal Development 6d 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 Analysis 3d 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 Culture, work & education Development 4d 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 4d 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 Models & releases Research 3d ago
LLM linguistic diversity shrinking paper

The Shrinking Landscape of Linguistic Diversity in the Age of Large Language Models

1 directory member surfaced this signal.

1 expert 1 community 1 sources clustered

“While core content is retained when LLMs polish and rewrite texts, LLMs also homogenize writing styles, reducing writing-complexity variance ... emphasizing conformity over individuality" arxiv.org/abs/2502.11266”

Established Culture, work & education Development 3d ago
Eedi DeepMind AI tutor UK trial

Eedi and DeepMind trial AI tutor with 1,525 UK students | ETIH EdTech News — EdTech Innovation Hub

1 directory member surfaced this signal.

1 expert 1 community 1 sources clustered

“Google already had so much privileged access to schools in England for live testing AI. It was treating English schools as a living lab for testing Gemini for schools. Mad that it somehow lost the contract. What did it want that government would not give? w…”

Established AI field signal Signal 3d ago

Google no longer helping government develop ai tutoring tools for schools

1 directory member surfaced this signal.

1 expert 1 community 1 sources clustered

“Google has been dropped from the Department for Education's AI tutoring trials in England. But what were the "preferential terms" it sought? Can only assume Google got greedier for access to schools and data than even the madly AI-friendly Dept for Ed would…”

Established AI research Research 3d ago
PMC biomedical AI paper

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1 directory member surfaced this signal.

1 expert 1 community 1 sources clustered

“"Generative AI deserves scientific attention. But the rush to study it is ... flattening scientific imagination and crowding out the pluralism needed to keep research adaptive, resilient, and intellectually generative." pmc.ncbi.nlm.nih.gov/articles/PMC...”

What experts are discussing without an anchoring article

2 experts · 3 posts · 3d 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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