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.

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Showing developments with attributable Research & technical analysis reactions.

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.

Research & technical analysis Concern & critique Policy & governance Questions & unknowns
3 live reaction maps in this view Jump to the evidence ↓
Multiple readings Sosc Core to Institute AI Ban, Technology-Free Classrooms This Fall Policy & governance · 3 attributable reactions Reaction converging Mathematics in the age of AI Research & technical analysis · 5 attributable reactions Multiple readings A Society of Cheats Concern & critique · 2 attributable reactions
Showing signals surfaced by Stephen Turner ×
Most important

The developments commanding sustained expert attention

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

Established Culture, work & education Development 14d ago
⚡ 4 h early
university institutes AI classroom ban

Sosc Core to Institute AI Ban, Technology-Free Classrooms This Fall

12 experts across 4 network communities independently surfaced this.

Why this matches Research & technical analysis reaction 1 attributable expert contribution · Stephen Turner
“"Under the new guidelines, students will primarily read texts on paper and engage with them via device-free guided discussions" chicagomaroon.com/53262/news/s...” evidence ↗
12 experts 4 communities 1 sources clustered
Maria Antoniak Abeba Birhane Ted Underwood Mar Hicks suhr Prof. Dr Beth Singler Mél Hogan / The Data Fix Larry Hunter +4
How the network is reacting Experts are approaching this through 2 distinct lenses.
Multiple readings

Policy & governance

2 experts

Rules, institutions and accountability.

“I use AI more or less 24/7 but also teach intro courses device-free and would have no prob with a flexible policy like this. (It leaves room for assignments that explicitly invite AI use, of which I do have one even at intro level.) +”

Research & technical analysis

1 expert

Evidence, methods and technical implications.

“"Under the new guidelines, students will primarily read texts on paper and engage with them via device-free guided discussions" chicagomaroon.com/53262/news/s...”

Primary source chicagomaroon.com ↗
Established AI research Research 12d ago
⚡ 3 h early
mathematics age of AI

Mathematics in the age of AI

7 experts across 4 network communities independently surfaced this.

Why this matches Research & technical analysis reaction 4 attributable expert contributions · Ramon Astudillo, Sireesh Gururaja, Sung Kim
“Paper from the essay. Also slides teorth.github.io/tao-web/slid... arxiv.org/abs/2608.16753” evidence ↗
7 experts 4 communities 1 sources clustered
Ramon Astudillo Sireesh Gururaja Robert Hawkins Sung Kim Rohan Paul Stephen Turner Mary Branscombe
How the network is reacting 4 experts are independently emphasizing research & technical analysis.
Reaction converging

Research & technical analysis

4 experts

Evidence, methods and technical implications.

“Paper from the essay. Also slides teorth.github.io/tao-web/slid... arxiv.org/abs/2608.16753”

Questions & unknowns

1 expert

What remains unresolved or contested.

“trivially easy to verify one proof; how about a few 100? now do the pipeline for getting those from verified to part of the discipline of mathematics, that's the bit we need to work on (in every sphere, not just maths)”

Primary source arxiv.org ↗
Established AI field signal Signal 4d ago

Can ai help solve peer review crisis here are its promises and pitfalls

3 experts across 2 network communities independently surfaced this.

Why this matches Research & technical analysis reaction 1 attributable expert contribution · Scott McGrath
“🧪 We are staring down a crisis with peer-review. Editors needed 4.5 invitations to secure a single peer reviewer in 2025, double the effort required back in 2018. Meanwhile, we have half of surveyed scientists admit to using AI to draft their reviews. This …” evidence ↗
3 experts 2 communities 1 sources clustered
Scott McGrath Stephen Turner Tom Hope

“🧪 We are staring down a crisis with peer-review. Editors needed 4.5 invitations to secure a single peer reviewer in 2025, double the effort required back in 2018. Meanwhile, we have half of surveyed scientists admit to using AI to draft their reviews. This …”

“Enjoyed being interviewed by @jeffreybrainard.bsky.social @science.org on AI for scientific novelty assessment—a problem that is still unsolved by SOTA LLMs in my experience. Stay tuned for more on this! www.science.org/content/arti...”

Primary source science.org ↗
Established AI research Analysis 7d ago
⚡ 27 h early
Atlantic society of cheats essay

A Society of Cheats

3 experts across 2 network communities independently surfaced this.

Why this matches Research & technical analysis reaction 1 attributable expert contribution · Frank Pasquale
““Squeaky-clean grammar, a superabundance of bullet points, and fairly robotic reiteration of facts rather than the pleasing lurch of original thinking”: “This is the horrid house style of AI-generated papers” www.theatlantic.com/ideas/2026/0...” evidence ↗
3 experts 2 communities 1 sources clustered
Marielza Frank Pasquale Stephen Turner
How the network is reacting Experts are approaching this through 2 distinct lenses.
Multiple readings

Concern & critique

1 expert

Risks, limits and unintended consequences.

“www.theatlantic.com/ideas/2026/0... "This is how communities tend to respond to crime waves: They beef up law enforcement. Surveillance widens, punishments stiffen, and legal codes expand to police behavior that was formerly restrained by customary norms of…”

Research & technical analysis

1 expert

Evidence, methods and technical implications.

““Squeaky-clean grammar, a superabundance of bullet points, and fairly robotic reiteration of facts rather than the pleasing lurch of original thinking”: “This is the horrid house style of AI-generated papers” www.theatlantic.com/ideas/2026/0...”

Primary source theatlantic.com ↗
Established Models & releases Signal 7d ago

Tutorial: guidance on the use of large language models for medical research - Nature Protocols

1 directory member surfaced this signal.

Why this matches Research & technical analysis reaction 1 attributable expert contribution · Stephen Turner
“Tutorial: guidance on the use of LLMs for medical research: www.nature.com/articles/s41... 🔓 rdcu.be/Pc82cm3qFpka” evidence ↗
1 expert 1 community 1 sources clustered
Stephen Turner

“Tutorial: guidance on the use of LLMs for medical research: www.nature.com/articles/s41... 🔓 rdcu.be/Pc82cm3qFpka”

Primary source nature.com ↗
Established AI research Signal 19d ago

Training AI Scientists to Replicate Research

1 directory member surfaced this signal.

Why this matches Research & technical analysis reaction 1 attributable expert contribution · Stephen Turner
“Training AI Scientists to Replicate Research arxiv.org/abs/2608.133...” evidence ↗
1 expert 1 community 1 sources clustered
Stephen Turner

“Training AI Scientists to Replicate Research arxiv.org/abs/2608.133...”

Primary source arxiv.org ↗
Established Evaluation & benchmarks Analysis 3d ago
AI biosecurity benchmarks real-world risk

AI Biosecurity Benchmarks and Real-World Risk

1 directory member surfaced this signal.

Why this matches Research & technical analysis reaction 1 attributable expert contribution · Stephen Turner
“I wrote a review on the state of AI and #biosecurity capabilities, evals, mitigations, and open questions. blog.stephenturner.us/p/ai-biosecu... TL;DR: Really great people at really great organizations are doing really great work at the intersection of AI a…” evidence ↗
1 expert 1 community 1 sources clustered
Stephen Turner

“I wrote a review on the state of AI and #biosecurity capabilities, evals, mitigations, and open questions. blog.stephenturner.us/p/ai-biosecu... TL;DR: Really great people at really great organizations are doing really great work at the intersection of AI a…”

Primary source blog.stephenturner.us ↗
Established AI field signal Signal 7d ago

rdcu.be

1 directory member surfaced this signal.

Why this matches Research & technical analysis reaction 1 attributable expert contribution · Stephen Turner
“Tutorial: guidance on the use of LLMs for medical research: www.nature.com/articles/s41... 🔓 rdcu.be/Pc82cm3qFpka” evidence ↗
1 expert 1 community 1 sources clustered
Stephen Turner

“Tutorial: guidance on the use of LLMs for medical research: www.nature.com/articles/s41... 🔓 rdcu.be/Pc82cm3qFpka”

Primary source rdcu.be ↗
Debates gaining attention

What experts are discussing without an anchoring article

2 experts · 2 posts · 17d ago
Larry Hunter Stephen Turner
Matches Research & technical analysis
“Usually ends at the preprint for me. Occasionally, if I’m super interested in a particular paper, I’ll pop open an AI upload both versions and asked what if anything substantively changed.” evidence ↗
Stephen Turner: Usually ends at the preprint for me. Occasionally, if I’m super interested in a particular paper, I’ll pop open an AI upload both versions and asked what if anything substantively changed.
Larry Hunter: The majority of new work in my area I read as preprints, it’s ~ 6 months ahead of pubs and I’m able to judge quality just fine. I’ve been coming up to speed in some new areas, and there I’m reading…
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