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 Building & implementation Context & explanation
5 live reaction maps in this view Jump to the evidence ↓
Multiple readings Russia drones autonomous ai kill ukraine war Concern & critique · 3 attributable reactions Multiple readings The Future Is Not Tech-Forward Policy & governance · 3 attributable reactions Multiple readings papers.ssrn.com Concern & critique · 2 attributable reactions +2 more reaction maps further down
Showing signals surfaced by Frank Pasquale ×
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 Agents & robotics Signal 11d ago
⚡ 39 h early

Russia drones autonomous ai kill ukraine war

11 experts across 2 network communities independently surfaced this.

Why this matches Research & technical analysis reaction 1 attributable expert contribution · Matthew Tokson
“Russia is experimenting with autonomous AI weapons that kill people without human involvement: www.nytimes.com/2026/08/24/w...” evidence ↗
11 experts 2 communities 1 sources clustered
Justin Hendrix Atoosa Kasirzadeh Spiros Margaris Alejandra Caraballo Frank Pasquale Social Media Lab Samuel Bendett Jeffrey Vagle +3
Primary source nytimes.com ↗
Established AI field signal Analysis 4d ago
⚡ 8 h early
tech-forward future skepticism essay

The Future Is Not Tech-Forward

7 experts across 3 network communities independently surfaced this.

Why this matches Research & technical analysis reaction 1 attributable expert contribution · Ali Alkhatib
“surfacing for a minute to point out this good piece by @edwardongwesojr.com > Refusal is not just some impotent act of nostalgia, and the extent to which we think so is a measure of our contempt for the prospect of taking democratic politics seriously.” evidence ↗
7 experts 3 communities 1 sources clustered
Brian Merchant Taylor Lorenz Eryk Salvaggio Ali Alkhatib Edward Ongweso Jr Frank Pasquale Benjamin Riley
How the network is reacting Experts are approaching this through 3 distinct lenses.
Multiple readings

Policy & governance

1 expert

Rules, institutions and accountability.

“This essay talks about the left's vision for technology, the "alliance" between left and right-wing anti-data center movements, politics of refusal, democratic control over the AI infrastructure buildout, China, industrial policy, and more. www.thetechbubbl…”

Building & implementation

1 expert

How teams are shipping and applying it.

“Note “the possibility of communities forming compacts that establish minimum terms for data center development, allowing them to prevent firms from playing various jurisdictions against one another in a race to the bottom.” www.thetechbubble.info/p/the-futu…”

Research & technical analysis

1 expert

Evidence, methods and technical implications.

“surfacing for a minute to point out this good piece by @edwardongwesojr.com > Refusal is not just some impotent act of nostalgia, and the extent to which we think so is a measure of our contempt for the prospect of taking democratic politics seriously.”

Primary source thetechbubble.info ↗
Developing AI field signal Signal 1d ago

papers.ssrn.com

4 experts across 2 network communities independently surfaced this.

Why this matches Research & technical analysis reaction 1 attributable expert contribution · Frank Pasquale
“Interesting approach to AI slop!: "We propose a provisional definition of slop as any output of a probabilistic automated system produced with little exertion that asymmetrically burdens recipients and tends to degrade cultural domains." papers.ssrn.com/sol…” evidence ↗
4 experts 2 communities 1 sources clustered
Hypervisible Woodrow Hartzog Frank Pasquale Amanda Tepski
Primary source papers.ssrn.com ↗
Established Compute & infrastructure Analysis 3d ago
⚡ 6 h early
system from nowhere essay

The System From Nowhere

6 experts across 2 network communities independently surfaced this.

Why this matches Research & technical analysis reaction 1 attributable expert contribution · Eryk Salvaggio
“The System From Nowhere is a media problem: What (the system) is optimized to do; what training data shapes it; what counts as a valid response: these are mechanisms put in place by human decisions. Good reporting on AI would discuss them. Instead, they “no…” evidence ↗
6 experts 2 communities 1 sources clustered
Eryk Salvaggio Eileen Clancy 🧿 Dr Heidy Khlaaf (هايدي خلاف) Frank Pasquale Neil Turkewitz Jeffrey Vagle
How the network is reacting Experts are approaching this through 3 distinct lenses.
Multiple readings

Concern & critique

1 expert

Risks, limits and unintended consequences.

““When we say “AI models went rogue,” we skip the entire story: the part where OpenAI manually removed the model's cybersecurity blocks. We skip that OpenAI chose to test it on a machine with a live network connection.” mail.cyberneticforests.com/the-system-…”

Research & technical analysis

1 expert

Evidence, methods and technical implications.

“The System From Nowhere is a media problem: What (the system) is optimized to do; what training data shapes it; what counts as a valid response: these are mechanisms put in place by human decisions. Good reporting on AI would discuss them. Instead, they “no…”

Questions & unknowns

1 expert

What remains unresolved or contested.

“"We're told that AI did something, and journalists don't have to wade into why or how. It lets them cover a story without raising technically complicated questions...or confusing questions about the way they’re built and why they are built that way." mail.c…”

2 experts discussed this · 6 posts
Eryk Salvaggio: “Nobody is losing control of an emerging intelligence. They’re redirecting their own agency to the thing they are building.” It’s a myth, a self-affirming form of sense making: they take the action…
Eryk Salvaggio: The myth erases the origins of these models — reframing them as beyond human control or design — but a point of view accumulates within the model from the decisions engineers make about it. The myt…
Dr Heidy Khlaaf (هايدي خلاف): “Nobody is losing control of an emerging intelligence. They’re redirecting their own agency to the thing they are building.” It’s a myth, a self-affirming form of sense making: they take the action…
Open the full discussion →
Primary source mail.cyberneticforests.com ↗
Established AI research Analysis 6d 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 AI research Analysis 14d ago
⚡ 5 h early
scientists reject AI leader claims

Why Scientists See AI Leaders as False Prophets

2 experts are actively discussing the implications.

Why this matches Research & technical analysis reaction 1 attributable expert contribution · Alondra Nelson
“Encouraging to read measured assessments of AI promises for medicine and health: "the scientific community thinks Silicon Valley leaders are...making grand public pronouncements without showing an abundance of evidence to prove their statements" Gift link: …” evidence ↗
2 experts 1 community 1 sources clustered
Alondra Nelson Frank Pasquale

“Encouraging to read measured assessments of AI promises for medicine and health: "the scientific community thinks Silicon Valley leaders are...making grand public pronouncements without showing an abundance of evidence to prove their statements" Gift link: …”

2 experts discussed this · 5 posts
Alondra Nelson: Encouraging to read measured assessments of AI promises for medicine and health: "the scientific community thinks Silicon Valley leaders are...making grand public pronouncements without showing an …
Alondra Nelson: I sent a gift link--it may be used up already.
Mél Hogan / The Data Fix: Super interesting. But if I'm reading this right, seems like it's traditional AI and not genAI that might help at all (?). That seems understated ... and important...
Open the full discussion →
Primary source theinformation.com ↗
Developing AI field signal Analysis 1d ago
⚡ 6 h early
AI makes humans less human essay

AI Is Already Making Us Less Human

2 directory members surfaced this signal.

Why this matches Research & technical analysis reaction 1 attributable expert contribution · Frank Pasquale
““Kim & McGrill have been studying what happens when people attribute human traits to AI: they are more likely to dehumanize their fellow humans.” www.theatlantic.com/ideas/2026/0...” evidence ↗
2 experts 1 community 1 sources clustered
Marielza Frank Pasquale

““Kim & McGrill have been studying what happens when people attribute human traits to AI: they are more likely to dehumanize their fellow humans.” www.theatlantic.com/ideas/2026/0...”

Primary source theatlantic.com ↗
Established Models & releases Analysis 19d ago
AI writing adulteration

AI Can’t Adulterate its Own Writing

2 directory members surfaced this signal.

Why this matches Research & technical analysis reaction 1 attributable expert contribution · Benjamin Riley
“The whole Anthropic AI Watermarking Controversy is delighting me as people rediscover the idea that writing is a tool that humans use to communicate our thoughts. We are not probabilistic next-token generators with adjustable (and watermarkable) weights. Go…” evidence ↗
2 experts 2 communities 1 sources clustered
Frank Pasquale Benjamin Riley

“The whole Anthropic AI Watermarking Controversy is delighting me as people rediscover the idea that writing is a tool that humans use to communicate our thoughts. We are not probabilistic next-token generators with adjustable (and watermarkable) weights. Go…”

““For something to be adulterated, it has to be pure to begin with. The internal work in progress of an LLM is anything but pure. [Much] about a model… is opaque to the user, such that the only way to assess its correctness is by judging the output.” bitspli…”

Primary source bitsplitting.org ↗
Established Safety & security Research 20d ago
pluralistic alignment research roadmap

Position: A Roadmap to Impactful Pluralistic Alignment Research

1 directory member surfaced this signal.

Why this matches Research & technical analysis reaction 1 attributable expert contribution · Frank Pasquale
““Pluralistic value alignment—…building AI systems that represent and serve diverse human values and perspectives—has emerged as an active research agenda. Yet, there’s no public evidence that it has shaped the training or evaluation of the AI systems people…” evidence ↗
1 expert 1 community 1 sources clustered
Frank Pasquale

““Pluralistic value alignment—…building AI systems that represent and serve diverse human values and perspectives—has emerged as an active research agenda. Yet, there’s no public evidence that it has shaped the training or evaluation of the AI systems people…”

Primary source arxiv.org ↗