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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New Network reaction maps

See how experts are reacting—not just what they shared.

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 questions experts are actively pulling apart

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

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 🤦🏿‍♂️
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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
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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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