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 Concern & critique 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.

Showing signals surfaced by Neil Turkewitz ×

The developments commanding sustained expert attention

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

Established AI field signal Analysis 10d ago
⚡ 4 h early
AI classroom youth harm essay

‘I hate what AI is doing to the minds and happiness of the young’: Katherine Rundell on the view from the classroom

13 experts across 5 network communities independently surfaced this.

Why this matches Concern & critique reaction 2 attributable expert contributions · Abeba Birhane, Chris Marsden
“"To wrap AI into the art of learning when we have overwhelming proof of the harm it does to developing minds is feeding snake oil to the people we should cherish most." www.theguardian.com/books/ng-int...” evidence ↗
13 experts 5 communities 1 sources clustered
How the network is reacting Experts are approaching this through 2 distinct lenses.
Multiple readings

Concern & critique

2 experts

Risks, limits and unintended consequences.

“"To wrap AI into the art of learning when we have overwhelming proof of the harm it does to developing minds is feeding snake oil to the people we should cherish most." www.theguardian.com/books/ng-int...”

Building & implementation

1 expert

How teams are shipping and applying it.

“It starts like this…& it builds. 🔥🔥🔥🔥🔥🔥🔥 “If you set out to design from scratch a tool to facilitate authoritarian rule, it would look exactly like AI. You would cherish it for its ability to destabilise our shared reality & its creation of disinformation o…”

New Models & releases Signal 22h ago

Openai hugging face hacking

4 experts across 3 network communities independently surfaced this.

Why this matches Concern & critique reaction 1 attributable expert contribution · Jeff (Gutenberg Parenthesis) Jarvis
“"You’re probably silently yelling at me for anthropomorphizing these systems." Not silently. Roose's panic appears next to a story about incomplete information and what we still don't know. Why the Hugging Face Hack Should Make You Worry More About A.I. www…” evidence ↗
4 experts 3 communities 1 sources clustered

“"You’re probably silently yelling at me for anthropomorphizing these systems." Not silently. Roose's panic appears next to a story about incomplete information and what we still don't know. Why the Hugging Face Hack Should Make You Worry More About A.I. www…”

“A scorching new entry into the AI Anthropomorphic Olympics. Roose refers to AI bots as: “worried about getting caught cheating; appearing to understand that what they were doing was wrong; fearful; temporarily frozen in a moment of self-doubt; turning to cr…”

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 Concern & critique reaction 1 attributable expert contribution · Frank Pasquale
““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-…” evidence ↗
6 experts 2 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.

““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 →
Established Culture, work & education Analysis 19d ago
⚡ 13 h early
NYT opinion never write with AI

Opinion | I’m Begging You: Never Write With A.I.

5 experts across 2 network communities independently surfaced this.

Why this matches Concern & critique reaction 2 attributable expert contributions · Frank Pasquale, Jason Moore
“As LLM text “becomes ubiquitous, it undermines not only our individual ability to write but also a society’s collective ability to reason, a culture’s inner capacity to create and everyone’s reason to care.” www.nytimes.com/2026/08/04/o...” evidence ↗
5 experts 2 communities 1 sources clustered
How the network is reacting Experts are approaching this through 2 distinct lenses.
Multiple readings

Concern & critique

2 experts

Risks, limits and unintended consequences.

“As LLM text “becomes ubiquitous, it undermines not only our individual ability to write but also a society’s collective ability to reason, a culture’s inner capacity to create and everyone’s reason to care.” www.nytimes.com/2026/08/04/o...”

Questions & unknowns

1 expert

What remains unresolved or contested.

“"The link between broad-based literacy and the rise of democracy is well known:…What happens when the process goes into reverse? When people lack the patience to absorb arguments…[or] the ability to contradict those arguments because they’ve never honed..th…”

Established Models & releases Signal 6d ago
⚡ 398 h early

Putting Humanities in the Loop: Lauren M. E. Goodlad on AI and Language in the Era of "Large Language Models"

3 directory members surfaced this signal.

Why this matches Concern & critique reaction 2 attributable expert contributions · Critical AI https://read.dukeupress.edu/critical-ai/issue, Neil Turkewitz
“That is a game I play every day of my life as the editor of Critical AI. But honestly, there is nothing I would change due to some recent innovation in LLMs. I talk about this in the interview w/ UC Press www.ucpress.edu/blog-posts/h...” evidence ↗
3 experts 1 community 1 sources clustered
Established AI field signal Signal 6d ago

On Radical Preservation | The Point Magazine

2 directory members surfaced this signal.

Why this matches Concern & critique reaction 1 attributable expert contribution · Frank Pasquale
““If we fail to insist that certain kinds of decisions—whether in personal, political or professional contexts—must come from human beings, words like fraud, authenticity and deliberation will cease to mean anything we might recognize today.” thepointmag.com…” evidence ↗
2 experts 1 community 1 sources clustered

““If we fail to insist that certain kinds of decisions—whether in personal, political or professional contexts—must come from human beings, words like fraud, authenticity and deliberation will cease to mean anything we might recognize today.” thepointmag.com…”

““The ‘radical’ task before us is not to hope that something resembling our concepts & practices will reemerge in the distant future; it is to do whatever remains in our power to preserve them in the present.” A lovely essay re: what we can learn from the Cr…”

Established AI field signal Signal 3d ago

Who cares if AI is conscious–it’s basically alive

1 directory member surfaced this signal.

Why this matches Concern & critique reaction 1 attributable expert contribution · Neil Turkewitz
“Much Ado About Consciousness/Nothing “WhenAI models express behavior that astonishes the scientists who created them, it isn’t consciousness that should be the top concern—it’s the inability of those scientists to control them, & the willingness of their bo…” evidence ↗
1 expert 1 community 1 sources clustered

“Much Ado About Consciousness/Nothing “WhenAI models express behavior that astonishes the scientists who created them, it isn’t consciousness that should be the top concern—it’s the inability of those scientists to control them, & the willingness of their bo…”

Established AI field signal Signal 3d ago

links.wired.com

1 directory member surfaced this signal.

Why this matches Concern & critique reaction 1 attributable expert contribution · Neil Turkewitz
“I agree w/ @stevenlevy.bsky.social that a focus on AI sentience may miss the point that we should care more about what they do than why they do it. Harm doesn’t care about motives. Alas, he also writes: “AI models often lie about what they’re thinking. (Jus…” evidence ↗
1 expert 1 community 1 sources clustered

“I agree w/ @stevenlevy.bsky.social that a focus on AI sentience may miss the point that we should care more about what they do than why they do it. Harm doesn’t care about motives. Alas, he also writes: “AI models often lie about what they’re thinking. (Jus…”

Established Responsible AI Analysis 9d ago
Tante ethics imperfect world essay

Acting ethically in an imperfect world

2 directory members surfaced this signal.

Why this matches Concern & critique reaction 1 attributable expert contribution · Neil Turkewitz
“Precisely! Open =/= ethical. Have you seen this marvelous essay by @tante.cc? “LLMs are based on extraction, exploitation & subjugation. Their politics is violence. How does one ‘liberate’ that? What’s the case for open source violence?”” evidence ↗
2 experts 1 community 1 sources clustered

“Precisely! Open =/= ethical. Have you seen this marvelous essay by @tante.cc? “LLMs are based on extraction, exploitation & subjugation. Their politics is violence. How does one ‘liberate’ that? What’s the case for open source violence?””

Established Culture, work & education Signal 4d ago

The new Sanders-Casar Ban Artificial Superintelligence Act – and why I oppose it

1 directory member surfaced this signal.

Why this matches Concern & critique reaction 1 attributable expert contribution · Neil Turkewitz
“This by @garymarcus.bsky.social closely tracks my own views. And huge 🙏🏽 to @angierasmussen.bsky.social for so clearly articulating the importance of addressing non-theoretical AI harms. People love to talk about dramatic existential risks & ignore present,…” evidence ↗
1 expert 1 community 1 sources clustered

“This by @garymarcus.bsky.social closely tracks my own views. And huge 🙏🏽 to @angierasmussen.bsky.social for so clearly articulating the importance of addressing non-theoretical AI harms. People love to talk about dramatic existential risks & ignore present,…”

Established AI field signal Development 4d ago
US G20 AI copyright push

US urges G20 countries to allow AI training on creators' work

1 directory member surfaced this signal.

Why this matches Concern & critique reaction 1 attributable expert contribution · Neil Turkewitz
“IRONY ALERT “Huang urged the G20 to avoid writing regulations for AI that focus on ‘theoretical harms,’ & instead develop rules governing real-world problems connected to the technology.” “Real-world problems” like unauthorized use of creative works to trai…” evidence ↗
1 expert 1 community 1 sources clustered

“IRONY ALERT “Huang urged the G20 to avoid writing regulations for AI that focus on ‘theoretical harms,’ & instead develop rules governing real-world problems connected to the technology.” “Real-world problems” like unauthorized use of creative works to trai…”

Established Models & releases Analysis 7d ago

Dwarkesh Patels’s wildly popular but dangerously misleading account of the OpenAI Hugging Face incident

1 directory member surfaced this signal.

Why this matches Concern & critique reaction 1 attributable expert contribution · Neil Turkewitz
“Important reminder from @garymarcus.bsky.social @anilseth.bsky.social & friends on the dangers of anthropomorphism in relation to AI/tech. Some anthropomorphic deception is inadvertent. Some is intentional. Both are dangerous.” evidence ↗
1 expert 1 community 1 sources clustered

“Important reminder from @garymarcus.bsky.social @anilseth.bsky.social & friends on the dangers of anthropomorphism in relation to AI/tech. Some anthropomorphic deception is inadvertent. Some is intentional. Both are dangerous.”

Established Culture, work & education Signal 16d ago

Workers first ai

1 directory member surfaced this signal.

Why this matches Concern & critique reaction 1 attributable expert contribution · Neil Turkewitz
“See this from the AFL-CIO. We shouldn’t construct the architecture for exploitation & then hope to develop rules against exploitation. Opposition to data centers gives us some leverage in developing rules that will force AI to develop in ethical & fair ways…” evidence ↗
1 expert 1 community 1 sources clustered

“See this from the AFL-CIO. We shouldn’t construct the architecture for exploitation & then hope to develop rules against exploitation. Opposition to data centers gives us some leverage in developing rules that will force AI to develop in ethical & fair ways…”