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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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.

Developing AI field signal Resource 1d ago
⚡ 215 h early
America.gov US government resource

America.gov

25 experts across 5 network communities independently surfaced this.

Why this matches Policy & governance reaction 2 attributable expert contributions · Vincent Conitzer, Andrea Lathrop
“America.gov does not do pronouns. Any pronouns. (Courtesy of my daughter!) aifails.substack.com/p/pronouns” evidence ↗
25 experts 5 communities 1 sources clustered
How the network is reacting Experts are approaching this through 3 distinct lenses.
Multiple readings

Policy & governance

2 experts

Rules, institutions and accountability.

“America.gov does not do pronouns. Any pronouns. (Courtesy of my daughter!) aifails.substack.com/p/pronouns”

Concern & critique

1 expert

Risks, limits and unintended consequences.

“Jessica Ji weighed in on the new #AI-powered https://t.co/sEHIhq7mvb website for @USATODAY, saying that it can be a useful resource for people trying to navigate U.S. government websites. She also notes its risks: “When this kind of AI system is empowered t…”

Building & implementation

1 expert

How teams are shipping and applying it.

“The chatbot comes as an expansion of the Office of Personnel Management’s work to modernize access to public federal workforce data. Integration with America.gov is planned. www.youtube.com/watch?v=3SUx... Read more by @madialder.bsky.social: fedscoop.com/o…”

2 experts discussed this · 3 posts
Julian Sanchez: Ok wow. This is both extensive and deeply surreal. Tell America.gov to Play Minecraft.
Julian Sanchez: Amusingly, the chatbot appears to be unable to recognize that it said anything weird. It “thinks” it just responded that it can’t play minecraft.
Justin Hendrix: Weird
Open the full discussion →
Developing Models & releases Analysis 1d ago
⚡ 483 h early
Amnesty International generative AI human rights report

Unlawful by design: Exposing the human rights costs of generative AI - Amnesty International

11 experts across 2 network communities independently surfaced this.

Why this matches Policy & governance reaction 2 attributable expert contributions · Pavel, Nafnlaus 🇮🇸 🇺🇦
“"Amnesty International finds that standalone generative AI systems, based on unlawful web scraping, depend on mass invasions of privacy by design, and are fundamentally incompatible with international human rights law."” evidence ↗
11 experts 2 communities 1 sources clustered
How the network is reacting Experts are approaching this through 2 distinct lenses.
Multiple readings

Policy & governance

2 experts

Rules, institutions and accountability.

“"Amnesty International finds that standalone generative AI systems, based on unlawful web scraping, depend on mass invasions of privacy by design, and are fundamentally incompatible with international human rights law."”

Concern & critique

1 expert

Risks, limits and unintended consequences.

“> Without significant changes to how these systems are developed and deployed, they will continue to undermine international human rights laws and standards. www. amnesty.org/en/documents/pol40/0996/2026/en/ This is a pretty good report overall. Hard to dis…”

2 experts discussed this · 6 posts
James Grimmelmann: I know people who do a shitload of web scraping without the consent of the people whose servers and personal data are being scraped. And do you know why they do it? To document human rights violati…
James Grimmelmann: I’m sorry, but “unlawful web scraping” is not itself a human rights violation unless you have a view of either property rights or privacy rights that is itself incompatible with the human right to …
Adverb: I’m sorry, but “unlawful web scraping” is not itself a human rights violation unless you have a view of either property rights or privacy rights that is itself incompatible with the human right to …
Open the full discussion →
New AI field signal Analysis 5h ago
⚡ 144 h early
Pentagon big tech AI dependency essay

The Pentagon Has a Big Tech Problem

2 directory members surfaced this signal.

Why this matches Policy & governance reaction 1 attributable expert contribution · Justin Hendrix
“The Pentagon’s AI dependencies stem from “a decades-long shift toward privatization of the US military’s weaponry and technology needs,” write Amos Toh of the Brennan Center for Justice and Margaret Mullins of the Vanderbilt Policy Accelerator.” evidence ↗
2 experts 2 communities 1 sources clustered

“The Pentagon’s AI dependencies stem from “a decades-long shift toward privatization of the US military’s weaponry and technology needs,” write Amos Toh of the Brennan Center for Justice and Margaret Mullins of the Vanderbilt Policy Accelerator.”

“"In the battlefield, commercial AI is shaping decisions to go to war, identify and strike targets, and anticipate civilian impact."”

Developing Policy & governance Analysis 1d ago
training data transparency mandates essay

What Training Dataset Transparency Mandates Hide

3 directory members surfaced this signal.

Why this matches Policy & governance reaction 1 attributable expert contribution · Tech Policy Press
“California and the EU now require AI developers to summarize their training data. But “uncovering the contents of training datasets alone is insufficient to enable meaningful accountability,” writes Vanderbilt’s Will Orr, who outlines four ways to make data…” evidence ↗
3 experts 1 community 1 sources clustered

“California and the EU now require AI developers to summarize their training data. But “uncovering the contents of training datasets alone is insufficient to enable meaningful accountability,” writes Vanderbilt’s Will Orr, who outlines four ways to make data…”

New AI field signal Analysis 7h ago
Pentagon big tech problem essay

The Pentagon Has a Big Tech Problem

1 directory member surfaced this signal.

Why this matches Policy & governance reaction 1 attributable expert contribution · Tech Policy Press
“The military is “by and large renting access” to the AI shaping its targeting decisions, write the Brennan Center’s Amos Toh and Vanderbilt Policy Accelerator’s Margaret Mullins. That leaves it limited capacity to oversee systems with “life-and-death stakes.”” evidence ↗
1 expert 1 community 1 sources clustered

“The military is “by and large renting access” to the AI shaping its targeting decisions, write the Brennan Center’s Amos Toh and Vanderbilt Policy Accelerator’s Margaret Mullins. That leaves it limited capacity to oversee systems with “life-and-death stakes.””

New Policy & governance Analysis 4h ago
UK-US tech deal Britain AI limits essay

The UK-US Tech Deal Exposes the Limits of Britain's AI Ambitions

1 directory member surfaced this signal.

Why this matches Policy & governance reaction 1 attributable expert contribution · Tech Policy Press
“The UK-US Tech Prosperity Deal has returned to the negotiating table, but its revival remains partial. Megan Kirkwood writes that renewed talks raise questions about whether the UK will trade away digital regulatory powers in pursuit of closer ties with Was…” evidence ↗
1 expert 1 community 1 sources clustered

“The UK-US Tech Prosperity Deal has returned to the negotiating table, but its revival remains partial. Megan Kirkwood writes that renewed talks raise questions about whether the UK will trade away digital regulatory powers in pursuit of closer ties with Was…”

New Policy & governance Analysis 18h ago
Alondra Nelson Edge Dialogues interview

The Edge Dialogues with Dr. Alondra Nelson

1 directory member surfaced this signal.

Why this matches Policy & governance reaction 1 attributable expert contribution · Tech Policy Press
“In the first installment of The Edge Dialogues, a new series hosted by Tech Policy Press and Georgetown Law’s Privacy Center, Dr. Alondra Nelson of the Institute for Advanced Study joined us to discuss AI manifestos, power and who gets to build the future. …” evidence ↗
1 expert 1 community 1 sources clustered

“In the first installment of The Edge Dialogues, a new series hosted by Tech Policy Press and Georgetown Law’s Privacy Center, Dr. Alondra Nelson of the Institute for Advanced Study joined us to discuss AI manifestos, power and who gets to build the future. …”

Developing AI field signal Signal 1d ago

Fair use benefits everyone

1 directory member surfaced this signal.

Why this matches Policy & governance reaction 1 attributable expert contribution · Nicole Hennig
“Fair use benefits everyone - Open AI openai.com/index/fair-use… #AI #FairUse #copyright” evidence ↗
1 expert 1 community 1 sources clustered

“Fair use benefits everyone - Open AI openai.com/index/fair-use… #AI #FairUse #copyright”

New AI field signal Resource 23h ago
Kilkenomics economics comedy festival

Kilkenomics

1 directory member surfaced this signal.

Why this matches Policy & governance reaction 1 attributable expert contribution · By Cory Doctorow (GPG 0xBF3D9110957E5F4C)
“Upcoming appearances: * Kilkenny: Kilkenomics, Nov 6-8 kilkenomics.com * Courtenay: Enshittification (Sid Williams Theatre Society), Nov 10 www.sidwilliamstheatre.com/events/cory-... * Vancouver: BC Policy Solutions Gala, Nov 12 bcpolicy.ca/gala/” evidence ↗
1 expert 1 community 1 sources clustered

“Upcoming appearances: * Kilkenny: Kilkenomics, Nov 6-8 kilkenomics.com * Courtenay: Enshittification (Sid Williams Theatre Society), Nov 10 www.sidwilliamstheatre.com/events/cory-... * Vancouver: BC Policy Solutions Gala, Nov 12 bcpolicy.ca/gala/”

Developing AI research Research 1d ago
scalable oversight via rewinding paper

Efficient Scalable Oversight via Rewinding

1 directory member surfaced this signal.

Why this matches Policy & governance reaction 1 attributable expert contribution · AI Firehose
“Rewindable interactive proofs (RIPs) is a model of interactive proofs that allows efficient oversight of AI computations by enabling verifiers to restore AI states. This leads to quick, scalable verification without requiring a truthful prover, boosting eff…” evidence ↗
1 expert 1 community 1 sources clustered

“Rewindable interactive proofs (RIPs) is a model of interactive proofs that allows efficient oversight of AI computations by enabling verifiers to restore AI states. This leads to quick, scalable verification without requiring a truthful prover, boosting eff…”

New Safety & security Research 20h ago
RAND biosecurity AI era report

Biosecurity in the AI Era

1 directory member surfaced this signal.

Why this matches Policy & governance reaction 1 attributable expert contribution · RAND Corporation
“On a new episode of the Policy Minded podcast, RAND's Steph Guerra discusses a layered defense strategy to guard against AI-enabled bioweapons.” evidence ↗
1 expert 0 communities 1 sources clustered

“On a new episode of the Policy Minded podcast, RAND's Steph Guerra discusses a layered defense strategy to guard against AI-enabled bioweapons.”

New AI field signal Resource 22h ago
Human Consent Foundation AI creativity

Human Consent Foundation: Protect Human Creativity

1 directory member surfaced this signal.

Why this matches Policy & governance reaction 1 attributable expert contribution · Neil Turkewitz
““If someone wants to use my face, my voice or my image, they ask me first….There’s a conversation. This isn’t a new idea or a complicated legal framework, it’s simply how we treat each other. CONSENT ISN’T A BARRIER TO CREATIVITY, IT’S THE FOUNDATION OF IT.…” evidence ↗
1 expert 1 community 1 sources clustered

““If someone wants to use my face, my voice or my image, they ask me first….There’s a conversation. This isn’t a new idea or a complicated legal framework, it’s simply how we treat each other. CONSENT ISN’T A BARRIER TO CREATIVITY, IT’S THE FOUNDATION OF IT.…”

New Models & releases Development 22h ago
celebrities file NYT-OpenAI lawsuit brief

Cate Blanchett-Backed Group of Stars Files Brief in NYT-OpenAI Lawsuit

1 directory member surfaced this signal.

Why this matches Policy & governance reaction 1 attributable expert contribution · Neil Turkewitz
““If someone wants to use my face, my voice or my image, they ask me first….There’s a conversation. This isn’t a new idea or a complicated legal framework, it’s simply how we treat each other. CONSENT ISN’T A BARRIER TO CREATIVITY, IT’S THE FOUNDATION OF IT.…” evidence ↗
1 expert 1 community 1 sources clustered

““If someone wants to use my face, my voice or my image, they ask me first….There’s a conversation. This isn’t a new idea or a complicated legal framework, it’s simply how we treat each other. CONSENT ISN’T A BARRIER TO CREATIVITY, IT’S THE FOUNDATION OF IT.…”

Developing Compute & infrastructure Analysis 1d ago
AI data center glut essay

What to Do About the Coming Glut of AI Data Centers

1 directory member surfaced this signal.

Why this matches Policy & governance reaction 1 attributable expert contribution · Tech Policy Press
“Mark MacCarthy of Georgetown University warns “the overexpansion of AI data centers is so large that the contraction is likely to have substantial macroeconomic consequences.” He says Congress should still act on ratepayers, safety, liability and AI misinfo…” evidence ↗
1 expert 1 community 1 sources clustered

“Mark MacCarthy of Georgetown University warns “the overexpansion of AI data centers is so large that the contraction is likely to have substantial macroeconomic consequences.” He says Congress should still act on ratepayers, safety, liability and AI misinfo…”

Developing Policy & governance Analysis 1d ago
US Supreme Court AI copyright ruling

Pluralistic: Supreme Court saves artists from AI (03 Mar 2026) – Pluralistic: Daily links from Cory Doctorow

1 directory member surfaced this signal.

Why this matches Policy & governance reaction 1 attributable expert contribution · By Cory Doctorow (GPG 0xBF3D9110957E5F4C)
“The USCO successfully defended this position in multiple courts, triumphing over plaintiffs who were so persistent they got the Supreme Court to weigh in on the issue (SCOTUS ruled it didn't warrant attention): pluralistic.net/2026/03/03/i...” evidence ↗
1 expert 1 community 1 sources clustered

“The USCO successfully defended this position in multiple courts, triumphing over plaintiffs who were so persistent they got the Supreme Court to weigh in on the issue (SCOTUS ruled it didn't warrant attention): pluralistic.net/2026/03/03/i...”

Developing Responsible AI Analysis 1d ago
Bryson working with Big Tech essay

Working With Giants (Including Big Tech)

1 directory member surfaced this signal.

Why this matches Policy & governance reaction 1 attributable expert contribution · Joanna Bryson
“Is that enough? We may need to transnationalise transnational infrastructure. Which interestingly might leave them a bit more autonomy. But how can we trust any one government with the essential infrastructure of many? The whole point of antitrust is too la…” evidence ↗
1 expert 1 community 1 sources clustered

“Is that enough? We may need to transnationalise transnational infrastructure. Which interestingly might leave them a bit more autonomy. But how can we trust any one government with the essential infrastructure of many? The whole point of antitrust is too la…”

Developing Culture, work & education Analysis 1d ago
Andrew Yang AI job displacement essay

The Dominos are Falling

1 directory member surfaced this signal.

Why this matches Policy & governance reaction 1 attributable expert contribution · Frank Pasquale
““The Dutch government said it would replace 25,000 workers with AI. This is about 16% of their civil workforce.” blog.andrewyang.com/p/the-domino...” evidence ↗
1 expert 1 community 1 sources clustered

““The Dutch government said it would replace 25,000 workers with AI. This is about 16% of their civil workforce.” blog.andrewyang.com/p/the-domino...”

Developing AI field signal Development 1d ago
⚡ 19 h early
students AI bots sway fictional election

Students use 'rage bait' and AI bots to sway fictional election

1 directory member surfaced this signal.

Why this matches Policy & governance reaction 1 attributable expert contribution · Chris Marsden
“"Kaira is part of a competition led by researchers at the University of New South Wales, which pits teams against one another to manipulate social media to win a simulated vote" #disinformation training - hopefully completed by regulation discussion? www.ab…” evidence ↗
1 expert 1 community 1 sources clustered

“"Kaira is part of a competition led by researchers at the University of New South Wales, which pits teams against one another to manipulate social media to win a simulated vote" #disinformation training - hopefully completed by regulation discussion? www.ab…”

What experts are discussing without an anchoring article

4 experts · 8 posts · 1d ago
Matches Policy & governance
“this is conway's law, to me” evidence ↗
Multiple readings Markets & investment · 1 Research & technical analysis · 1
Ted Underwood: whatever secret training software engineers are receiving that allows them to evaluate—and change—previous opinions, it's really something we should consider trying on academics
Ted Underwood: it's just very notable that a lot of explicitly AI-skeptical engineers performed a kind of transformation over the last twelve months where they almost "changed," so to speak, "their mind" — though…
Open the thread →
4 experts · 6 posts · 13h ago
Matches Policy & governance
“Great thread. Regarding #2, which fields do you predict? We can stipulate software development and mathematics. I will offer accounting, finance, components of law (not the important ones).” evidence ↗
Benjamin Riley: Great thread. Regarding #2, which fields do you predict? We can stipulate software development and mathematics. I will offer accounting, finance, components of law (not the important ones).
Singularity's Bounty e/cc: wow no one knows anymore. We can't even predict out 6 months, let alone a few years I would be inclined to stick to my guns and keep practicing the craft, but also getting really good at understand…
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