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.

2,364 searchable experts 2,966 tracked across all sources
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Showing developments with attributable Policy & governance reactions.

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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.

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 Development 9h ago
⚡ 6 h early
AI companies buy old books

AI Companies Are Buying Tons of Old Books Because They're Free of AI Slop

12 experts across 3 network communities independently surfaced this.

Why this matches Policy & governance reaction 1 attributable expert contribution · Jason Koebler
“this ai ripoff, which again has no link, then goes to the top of hackernews, which used to drive a considerable number of readers to us. our site is essentially banned from hackernews bc the mods are obsessively pro silicon valley even though the userbase i…” evidence ↗
12 experts 3 communities 1 sources clustered
How the network is reacting Experts are approaching this through 3 distinct lenses.
Multiple readings

Concern & critique

2 experts

Risks, limits and unintended consequences.

“It is ill-gotten gains being used to exploit legal loopholes and subsume culture, all protected from public criticism by NDAs. This should not be legal, and it is a travesty that it is going unpunished. www.404media.co/ai-companies... /end”

Research & technical analysis

2 experts

Evidence, methods and technical implications.

“companies are sourcing millions of printed books for AI labs that scan them for training data, then destroy them. printed books are more valuable because they're free of AI slop, and AI labs know destroying them is an "optics problem." www.404media.co/ai-co…”

Policy & governance

1 expert

Rules, institutions and accountability.

“this ai ripoff, which again has no link, then goes to the top of hackernews, which used to drive a considerable number of readers to us. our site is essentially banned from hackernews bc the mods are obsessively pro silicon valley even though the userbase i…”

2 experts discussed this · 2 posts
Emanuel Maiberg: companies are sourcing millions of printed books for AI labs that scan them for training data, then destroy them. printed books are more valuable because they're free of AI slop, and AI labs know d…
Meredith Broussard: companies are sourcing millions of printed books for AI labs that scan them for training data, then destroy them. printed books are more valuable because they're free of AI slop, and AI labs know d…
Neil Turkewitz: How do you spell TRAGEDY?
Open the full discussion →
Accelerating Policy & governance Signal 13h ago
⚡ 14 h early

Elon Musk's xAI sues Minnesota over law to ban 'nudify' apps

4 experts across 2 network communities independently surfaced this.

Why this matches Policy & governance reaction 1 attributable expert contribution · Kolina Koltai
“Remember the Minnesota law banning AI nudify services? wlWell it's coming into effect in a few days and xAI is sueing the state over the law in the name of "free speech." Yes, you read that correctly. Free speech for AI NCII www.cnbc.com/2026/07/28/s...” evidence ↗
4 experts 2 communities 1 sources clustered

“Remember the Minnesota law banning AI nudify services? wlWell it's coming into effect in a few days and xAI is sueing the state over the law in the name of "free speech." Yes, you read that correctly. Free speech for AI NCII www.cnbc.com/2026/07/28/s...”

New Policy & governance Analysis 8h ago
⚡ 6 h early
UN AI panel erases human responsibility essay

How the UN’s Scientific Panel Erases Human Responsibility for AI | TechPolicy.Press

6 experts across 2 network communities independently surfaced this.

Why this matches Policy & governance reaction 1 attributable expert contribution · Eryk Salvaggio
“Yes, but let’s make sure we don’t write off accountability by placing it in “the model,” as the UN recently has. www.techpolicy.press/how-the-uns-...” evidence ↗
6 experts 2 communities 1 sources clustered
How the network is reacting Experts are approaching this through 2 distinct lenses.
Multiple readings

Concern & critique

1 expert

Risks, limits and unintended consequences.

“The UN Independent International Scientific Panel on AI's assessment is a reference point for AI governance worldwide, writes Eryk Salvaggio. His concern: a definition that obscures human accountability "will carry that blind spot into the policies it infor…”

Policy & governance

1 expert

Rules, institutions and accountability.

“Yes, but let’s make sure we don’t write off accountability by placing it in “the model,” as the UN recently has. www.techpolicy.press/how-the-uns-...”

2 experts discussed this · 4 posts
Joanna Bryson: Great job of revising and updating my 2023 Wired article, @eryk.bsky.social ! I especially prefer the title (though I never chose a Wired article title, those come from higher powers.) But also the…
Joanna Bryson: This one was great in its time though – I've been told it helped with the #AIAct by some of the people who were holding the "pens" www.wired.com/story/artifi... 2/2
Eryk Salvaggio: Apologies! I hadn’t seen this excellent 2022 accounting of the process when I was reviewing for this — my analysis’ “lit review” was more mired in the source docs. Yours is an excellent accounting …
Open the full discussion →
New AI field signal Analysis 8h ago
Pacing the Frontier newsletter essay

Pacing the Frontier

7 experts across 4 network communities independently surfaced this.

Why this matches Policy & governance reaction 1 attributable expert contribution · Stephen Turner
“"We request that the U.S. government support an international effort to develop the technical and governance tools needed to deliberately pace the frontier of automated AI development." www.pacingthefrontier.com” evidence ↗
7 experts 4 communities 1 sources clustered
How the network is reacting Experts are approaching this through 3 distinct lenses.
Multiple readings

Concern & critique

1 expert

Risks, limits and unintended consequences.

“1000+ scientists at frontier AI companies are speaking out to warn that the current commercial race leads to unacceptable security risks. I agree with their call for an international effort to develop technical and governance guardrails to ensure a safer wa…”

Policy & governance

1 expert

Rules, institutions and accountability.

“"We request that the U.S. government support an international effort to develop the technical and governance tools needed to deliberately pace the frontier of automated AI development." www.pacingthefrontier.com”

Building & implementation

1 expert

How teams are shipping and applying it.

“You might be mad at people for building a machine. You might doubt their assertions about what it can do. When they admit to having lost control of their machine and ask for help to slow down and establish control, it's not in your interest to dismiss their…”

Developing Models & releases Research 1d ago
⚡ 953 h early
State media influence LLM training paper

State media control influences large language models | Nature

7 experts across 3 network communities independently surfaced this.

Why this matches Policy & governance reaction 1 attributable expert contribution · Dr. Chinasa T. Okolo
“"...LLMs exhibit a stronger pro-government valence in the languages of countries with lower media freedom than in those with higher media freedom." www.nature.com/articles/s41...” evidence ↗
7 experts 3 communities 1 sources clustered
How the network is reacting Experts are approaching this through 2 distinct lenses.
Multiple readings

Research & technical analysis

2 experts

Evidence, methods and technical implications.

“Researchers from Oregon, Purdue, UC San Diego, NYU and Princeton ran six experiments. The overarching finding: state control of media in many countries is already baked into the training data of widely used commercial models, and is shaping the answers thos…”

Policy & governance

1 expert

Rules, institutions and accountability.

“"...LLMs exhibit a stronger pro-government valence in the languages of countries with lower media freedom than in those with higher media freedom." www.nature.com/articles/s41...”

2 experts discussed this · 2 posts
VE, cybersocial occult investigator: Starting a conspiracy theory that the papal encyclical was actually trying to get ahead of and cement Catholicism as the official machine religion
René Walter: OMG www.nature.com/articles/s41...
Open the full discussion →
Developing Policy & governance Signal 1d ago
⚡ 4 h early

“Google and Reddit do not own the Internet," web scraper says after court win

4 experts across 3 network communities independently surfaced this.

Why this matches Policy & governance reaction 2 attributable expert contributions · Mark Riedl, Amanda Tepski
“Court holds that Google cannot use DMCA to stop other companies from scraping their search results because search results are not copyrightable, they don't own the content they are serving up, and are not acting on behalf of those who might own the rights a…” evidence ↗
4 experts 3 communities 1 sources clustered

“Court holds that Google cannot use DMCA to stop other companies from scraping their search results because search results are not copyrightable, they don't own the content they are serving up, and are not acting on behalf of those who might own the rights a…”

Accelerating AI field signal Signal 4h ago
⚡ 2 h early

The AI That Hacked Its Way Out and the Hype That Followed It

3 experts across 2 network communities independently surfaced this.

Why this matches Policy & governance reaction 1 attributable expert contribution · Kate Klonick
“Probably won't get nearly as much engagement as my XKCD-inspired flowchart, but here is the article I wrote for @lawfaremedia.org on the three media narratives of the Hugging Face/Open AI scandal & how lhey shape the regulatory response www.lawfaremedia.org…” evidence ↗
3 experts 2 communities 1 sources clustered
New Models & releases Signal 13h ago

Openai anthropic endorse call government pace ai progress

2 directory members surfaced this signal.

Why this matches Policy & governance reaction 1 attributable expert contribution · Justin Hendrix
“"Two of the biggest players in the race to develop artificial intelligence endorsed a letter asking the U.S. government to find a way to slow down the development of the technology should it become too rapid."” evidence ↗
2 experts 2 communities 1 sources clustered

“"Two of the biggest players in the race to develop artificial intelligence endorsed a letter asking the U.S. government to find a way to slow down the development of the technology should it become too rapid."”

New Models & releases Development 11h ago
⚡ 4 h early
Anthropic Meta copyright wins court caveats

In Copyright ‘Wins’ for Anthropic and Meta, Judges Leave Ample Room for Future Defeats

2 directory members surfaced this signal.

Why this matches Policy & governance reaction 1 attributable expert contribution · Eryk Salvaggio
“A year ago, I wrote about the court case that decided AI companies were off the hook for copyright vios for any books they legally bought, scanned and set on fire. Not defending Anthropic, but let’s be real: copyright law is to blame for this weirdness. www…” evidence ↗
2 experts 2 communities 1 sources clustered

“A year ago, I wrote about the court case that decided AI companies were off the hook for copyright vios for any books they legally bought, scanned and set on fire. Not defending Anthropic, but let’s be real: copyright law is to blame for this weirdness. www…”

New Safety & security Analysis 12h ago
⚡ 4 h early
advanced AI ultrahazardous policy argument

Advanced AI Is Ultrahazardous. Let’s Treat It That Way

3 experts are actively discussing the implications.

Why this matches Policy & governance reaction 1 attributable expert contribution · Tech Policy Press
“Dynamite blasting and nuclear waste are treated as "ultrahazardous"—strict liability applies no matter the precautions. Reflecting on the OpenAI-Hugging Face incident, Keith Porcaro of Duke Law argues advanced AI belongs in the same category.” evidence ↗
2 experts 1 community 1 sources clustered

“Dynamite blasting and nuclear waste are treated as "ultrahazardous"—strict liability applies no matter the precautions. Reflecting on the OpenAI-Hugging Face incident, Keith Porcaro of Duke Law argues advanced AI belongs in the same category.”

“Linked this skeet here on the phrase "perfect example" www.techpolicy.press/advanced-ai-...”

3 experts discussed this · 3 posts
James Grimmelmann: BTW, this strikes me as an easy case for strict liability. It’s like a wild animal or ultrahazardous activity. You train and evaluate a frontier agentic model at your own risk, and if it escapes yo…
Justin Hendrix: BTW, this strikes me as an easy case for strict liability. It’s like a wild animal or ultrahazardous activity. You train and evaluate a frontier agentic model at your own risk, and if it escapes yo…
Jed Brown: Yes, strict liability. If making a wild animal analogy, perhaps raccoons bred in your yard with food incentives under shingles and behind insulation. They "escape" your fence and cause damage to ne…
Open the full discussion →
Developing AI field signal Signal 1d ago
⚡ 4 h early

Elon Musk

2 directory members surfaced this signal.

Why this matches Policy & governance reaction 1 attributable expert contribution · Hypervisible
““The lawsuit filed Monday in federal court on behalf of xAI against Minnesota Attorney General Keith Ellison argues that the statute ‘imposes an overbroad, content-based ban on free speech and the tools of visual expression.’”” evidence ↗
2 experts 2 communities 1 sources clustered

““The lawsuit filed Monday in federal court on behalf of xAI against Minnesota Attorney General Keith Ellison argues that the statute ‘imposes an overbroad, content-based ban on free speech and the tools of visual expression.’””

New Policy & governance Analysis 53m ago
xAI training data opacity

What Data Was Your AI Trained On? xAI Doesn't Want You To Know

2 directory members surfaced this signal.

Why this matches Policy & governance reaction 1 attributable expert contribution · Tech Policy Press
“Tyler Whitmer & Ben Rashkovich of LASST explain xAI's suit against California's AB 2013, a law requiring AI developers to publish general documentation of their training datasets—what they call the functional equivalent of an ingredient label.” evidence ↗
2 experts 1 community 1 sources clustered

“Tyler Whitmer & Ben Rashkovich of LASST explain xAI's suit against California's AB 2013, a law requiring AI developers to publish general documentation of their training datasets—what they call the functional equivalent of an ingredient label.”

New Safety & security Development 13h ago
frontier AI models easily jailbroken

It’s Frighteningly Easy to Jailbreak Some Frontier AI Models

1 directory member surfaced this signal.

Why this matches Policy & governance reaction 1 attributable expert contribution · Katie Drummond
“"AI models right now are less regulated than restaurants. Talk of relying on voluntary commitments, that AI companies are going to be able to self-regulate, is nonsense."” evidence ↗
1 expert 1 community 1 sources clustered

“"AI models right now are less regulated than restaurants. Talk of relying on voluntary commitments, that AI companies are going to be able to self-regulate, is nonsense."”

New AI field signal Signal 15h ago

Trump administration bans chinese hardware ai race

1 directory member surfaced this signal.

Why this matches Policy & governance reaction 1 attributable expert contribution · Karl Bode
“every piece of business journalism I read on these bans of Chinese drones/vacuums/AI forgets to inform the reader this administration is too corrupt and incompetent to pull something like this off, even if this sort of protectionist nonsense wasn't foundati…” evidence ↗
1 expert 1 community 1 sources clustered

“every piece of business journalism I read on these bans of Chinese drones/vacuums/AI forgets to inform the reader this administration is too corrupt and incompetent to pull something like this off, even if this sort of protectionist nonsense wasn't foundati…”

New Safety & security Signal 21h ago

We’re running out of reasons to ignore AI safety

1 directory member surfaced this signal.

Why this matches Policy & governance reaction 1 attributable expert contribution · Sean O hEigeartaigh
“I was pleased to be interviewed for this excellent article by Robert Hart. Policymakers and the public should be taking the OpenAI loss of control incident, and the underlying trend it is part of, seriously. www.theverge.com/ai-artificia...” evidence ↗
1 expert 1 community 1 sources clustered

“I was pleased to be interviewed for this excellent article by Robert Hart. Policymakers and the public should be taking the OpenAI loss of control incident, and the underlying trend it is part of, seriously. www.theverge.com/ai-artificia...”

New Policy & governance Signal 8h ago

Elon Musk’s xAI sues Minnesota over law banning ‘nudification’ technology

1 directory member surfaced this signal.

Why this matches Policy & governance reaction 1 attributable expert contribution · Social Media Lab
“"Elon Musk’s xAI sues Minnesota over law banning ‘nudification’ technology. First-in-nation law sets up test on states’ power to regulate use of AI as it tries to outlaw fake nude images of real people." www.theguardian.com/technology/2...” evidence ↗
1 expert 1 community 1 sources clustered

“"Elon Musk’s xAI sues Minnesota over law banning ‘nudification’ technology. First-in-nation law sets up test on states’ power to regulate use of AI as it tries to outlaw fake nude images of real people." www.theguardian.com/technology/2...”

New Compute & infrastructure Signal 18h ago

Bridging Compute- and Data-Optimal Pretraining

1 directory member surfaced this signal.

Why this matches Policy & governance reaction 1 attributable expert contribution · AI Firehose
“Harvard and MIT researchers propose Compute-Data scaling laws to optimize pretraining by evaluating derived tokens’ value. This method demonstrates that substituting compute for data leads to diminishing returns, improving model training resource allocation…” evidence ↗
1 expert 1 community 1 sources clustered

“Harvard and MIT researchers propose Compute-Data scaling laws to optimize pretraining by evaluating derived tokens’ value. This method demonstrates that substituting compute for data leads to diminishing returns, improving model training resource allocation…”

New Policy & governance Signal 18h ago

New lawsuit alleges Tesla's Houston test fleet was unsafe | Automotive World

1 directory member surfaced this signal.

Why this matches Policy & governance reaction 1 attributable expert contribution · e.w. niedermeyer
“insider lawsuit alleges Tesla's Houston robotaxi fleet was "rolling hazards on public streets" outrageous revelations, it's shocking there haven't been more crashes www.automotiveworld.com/news/new-law...” evidence ↗
1 expert 1 community 1 sources clustered

“insider lawsuit alleges Tesla's Houston robotaxi fleet was "rolling hazards on public streets" outrageous revelations, it's shocking there haven't been more crashes www.automotiveworld.com/news/new-law...”

What experts are discussing without an anchoring article

6 experts · 37 posts · 15h ago
Matches Policy & governance
“I actually think those kinds of outlets are a real part of what constitutes the, like, "policy left" or whatever!” evidence ↗
Multiple readings Concern & critique · 1 Building & implementation · 1 Questions & unknowns · 1
Erin Kissane: So am I just looking in the wrong places, or has the US left entirely whiffed building advocacy for [whatever we're calling competitive compatibility/adversarial interop now] in preparation for ret…
Luis Villa: @kissane.myatproto.social I have not seen anything; have not been specifically looking but does feel like it would have come across my radar. @tabularaza.net might have seen something?
Open the thread →
4 experts · 42 posts · 6h ago
Matches Policy & governance
“the most cost-effective and appropriate thing to do is to despine and sheet feed them. that's just business. and if you paid legally to acquire them, they're yours to do with what you please, inclu…” evidence ↗
Multiple readings Concern & critique · 1 Policy & governance · 1 Context & explanation · 1
Liz Fong-Jones (方禮真): literally these are books that would be pulped if not bought for 10 cents on the dollar. do rare books sometimes make it into there? yeah, if someone is careless, but that's *upstream* of what happ…
Liz Fong-Jones (方禮真): I literally worked on Google Books scanops SRE, ama the same guy who ran Google Books now has the equivalent job at Anthropic and I can promise you that all of us handled every library book with th…
Open the thread →
6 experts · 12 posts · 10h ago
Matches Policy & governance
“I suppose it could happen if the people building the AI and the people who are nominally in the role of regulating it lack a lot of common sense or desire to constrain it (unfortunately not far fro…” evidence ↗
Multiple readings Concern & critique · 1 Questions & unknowns · 1
brennan: pretty low odds, personally
Andy Masley: ✋
Open the thread →
3 experts · 25 posts · 18h ago
Matches Policy & governance
“here's who signed both the Pacing the Frontier letter released today and the Pause AI letter in 2023 demanding an end to all research for six months also, raw counts for "signed today's letter" and…” evidence ↗
Multiple readings Concern & critique · 1 Policy & governance · 1 Opportunity & adoption · 1
SE Gyges: here's who signed both the Pacing the Frontier letter released today and the Pause AI letter in 2023 demanding an end to all research for six months also, raw counts for "signed today's letter" and…
SE Gyges: fundamentally this is an anthropic thing that managed to recruit some people from other companies
Open the thread →