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
Build my stream Create my edition
Filter the conversation Who is saying what?

Combine a professional role with a reaction lens. Both must match the same attributed contribution.

Clear all
Active evidence filter

Showing developments with attributable Concern & critique 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.

Concern & critique Policy & governance Questions & unknowns Research & technical analysis
6 live reaction maps in this view Jump to the evidence ↓
Multiple readings Hugging face model evaluation security incident Concern & critique · 5 attributable reactions Multiple readings Ai silicon valley Concern & critique · 3 attributable reactions Reaction converging Models Don't Go Rogue Concern & critique · 3 attributable reactions +3 more reaction maps further down
Showing signals surfaced by Eryk Salvaggio ×
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 Evaluation & benchmarks Signal 14d ago
⚡ 1 h early

Hugging face model evaluation security incident

22 experts across 6 network communities independently surfaced this.

Why this matches Concern & critique reaction 3 attributable expert contributions · Ethan Mollick, Vincent Conitzer, Liz Fong-Jones (方禮真)
“Previously, these AI hacking stories were about breaches in test environments, where any question of AI breaching security was purely theoretical. This is something else. openai.com/index/huggin...” evidence ↗
22 experts 6 communities 1 sources clustered
Ethan Mollick Thomas Steinke Jeffrey P. Bigham Eryk Salvaggio Mor Naaman Tim Kellogg Djamé 🟥 Deedy Das +14
6 experts discussed this · 11 posts
Grace: This headline is extremely funny given what happened (OpenAI hacked HF by accident) openai.com/index/huggin...
Grace: Maybe the most concerning part is the OpenAI claim to not have known about this before investigating?
Grace: Well, I think the model passed the test
Open the full discussion →
Primary source openai.com ↗
New AI field signal Signal 6h ago

Ai silicon valley

9 experts across 3 network communities independently surfaced this.

Why this matches Concern & critique reaction 2 attributable expert contributions · rat king 🐀 👑 , Jeff (Gutenberg Parenthesis) Jarvis
“well written, well argued presentation of real world harms of AI without going into histrionics it won’t get the same amount of pickup bc it’s not scifi coded, but it’s just as concerned https://t.co/ko6nLkYr3L https://t.co/JgaVpDrbaO” evidence ↗
9 experts 3 communities 1 sources clustered
Boaz Barak Eryk Salvaggio rat king 🐀 👑 Jeff (Gutenberg Parenthesis) Jarvis Bill Gurley Woodrow Hartzog Frank Pasquale Adam Becker +1
2 experts discussed this · 2 posts
Eryk Salvaggio: This is a good succinct summary of the intelligence-as-ideology effects I’ve also been talking about lately (Gift Link): www.nytimes.com/2026/09/05/o...
tweety fish: This is a good succinct summary of the intelligence-as-ideology effects I’ve also been talking about lately (Gift Link): www.nytimes.com/2026/09/05/o...
tweety fish: the amount of begging the question that has infected the discourse top to bottom when new models come out is uh well it's not my favorite
Open the full discussion →
Primary source nytimes.com ↗
Developing Safety & security Analysis 2d ago
models don't go rogue essay

Models Don't Go Rogue

8 experts across 3 network communities independently surfaced this.

Why this matches Concern & critique reaction 3 attributable expert contributions · Benjamin Riley, Elke Schwarz, René Walter
“Well we just disagree here, that's ok. Because I don't think it helps anyone to credit AI agents with "building a civilization" (or three) and hinting that the little guys getting dangerously smart. I'm with @eryk.bsky.social: mail.cyberneticforests.com/mod…” evidence ↗
8 experts 3 communities 1 sources clustered
Timnit Gebru Eryk Salvaggio Luke Stark Shannon Mattern Mél Hogan / The Data Fix Benjamin Riley Elke Schwarz René Walter
How the network is reacting 3 experts are independently emphasizing concern & critique.
Reaction converging

Concern & critique

3 experts

Risks, limits and unintended consequences.

“Well we just disagree here, that's ok. Because I don't think it helps anyone to credit AI agents with "building a civilization" (or three) and hinting that the little guys getting dangerously smart. I'm with @eryk.bsky.social: mail.cyberneticforests.com/mod…”

5 experts discussed this · 20 posts
Timnit Gebru: Friends, when I sent this message to my team laughing, I didn't know that this fairytale blog had been shared far & wide & that people actually believed it. I didn't know that until someone asked m…
Timnit Gebru: At a certain point I have to ask myself if I got all this pedigree and spent decades doing research and building things to then spend the rest of my life attempting to come up with good arguments a…
Timnit Gebru: Agents didn't "confer" that is anthropomorphization of computer programs trained to do certain tasks.
Open the full discussion →
Primary source mail.cyberneticforests.com ↗
Established Policy & governance Analysis 8d ago
⚡ 8 h early
AI hype erases women essay

How AI Hype Helps Render Women Invisible

7 experts across 2 network communities independently surfaced this.

Why this matches Concern & critique reaction 1 attributable expert contribution · Roland Meyer
“«As a form of structural invisibility, AI is violent, not just biased.» Important new essay by @eugeniaunivie.bsky.social www.techpolicy.press/how-ai-hype-...” evidence ↗
7 experts 2 communities 1 sources clustered
Olivia Guest Eryk Salvaggio Tech Policy Press Roland Meyer Rosamunde Van Brakel Dr. Chinasa T. Okolo Stefanie Hane
How the network is reacting Experts are approaching this through 2 distinct lenses.
Multiple readings

Concern & critique

1 expert

Risks, limits and unintended consequences.

“«As a form of structural invisibility, AI is violent, not just biased.» Important new essay by @eugeniaunivie.bsky.social www.techpolicy.press/how-ai-hype-...”

Policy & governance

1 expert

Rules, institutions and accountability.

“In the latest entry in the Hype Studies series on Tech Policy Press, philosopher of technology and media scholar Eugenia Stamboliev writes that AI hype operates as "a gendered regime of visibility," normalizing synthetic images of women while erasing real w…”

Primary source techpolicy.press ↗
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
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 Research 4d ago
⚡ 5 h early

Contra Literacy-Laundering: Mechanistic Critical AI Literacy | Zenodo

4 experts across 2 network communities independently surfaced this.

Why this matches Concern & critique reaction 1 attributable expert contribution · Olivia Guest
“All my resources are in my pinned post / here olivia.science/ai but perhaps most useful for OP is this? Contra Literacy-Laundering: Mechanistic Critical AI Literacy doi.org/10.5281/zeno... 1/2” evidence ↗
4 experts 2 communities 1 sources clustered
Iris van Rooij Olivia Guest Eryk Salvaggio Jed Brown

“All my resources are in my pinned post / here olivia.science/ai but perhaps most useful for OP is this? Contra Literacy-Laundering: Mechanistic Critical AI Literacy doi.org/10.5281/zeno... 1/2”

3 experts discussed this · 24 posts
Olivia Guest: New preprint! So honoured to have worked with Ishani Ray on providing vital critique on "AI literacy" & correctives for those interested in understanding why "just use the newest version of an LLM"…
Olivia Guest: Maybe many mid-career and above academics have my experience, and so can relate, but it never ever gets any less impressive, overwhelming, or old when a student appears our of nowhere (notice our g…
Olivia Guest: Anyway, back to the work itself (from the abstract): > Critical discourse on large language models (LLMs) has bifurcated between epistemic dismissal [...] and pragmatic accommodation that treats LL…
Open the full discussion →
Primary source doi.org ↗
Established AI field signal Signal 20d ago
⚡ 99 h early

Words matter damnit fc883733a729

4 experts across 3 network communities independently surfaced this.

Why this matches Concern & critique reaction 1 attributable expert contribution · Eryk Salvaggio
“I genuinely have no idea what Jeff Jarvis is arguing here. Is he arguing for the right to select the words we use? Because we do not select individual words when using an LLM. Is he concerned about Claude's freedom of expression? Because that might be even …” evidence ↗
4 experts 3 communities 1 sources clustered
Eryk Salvaggio Jeff (Gutenberg Parenthesis) Jarvis Alex Hern Colin
3 experts discussed this · 15 posts
Eryk Salvaggio: I genuinely have no idea what Jeff Jarvis is arguing here. Is he arguing for the right to select the words we use? Because we do not select individual words when using an LLM. Is he concerned about…
Benjamin Riley: Great example of how not understanding how these things work can lead to a presumably well-intentioned but totally misguided perspective.
Eryk Salvaggio: My sense is that this might be about the devaluing of the craft of writing and word choice, but the selection criteria of words for a language model is already doing that: language already shows up…
Open the full discussion →
Primary source medium.com ↗
Established AI field signal Resource 3d ago
The Data Fix newsletter resource

The Data Fix

3 experts across 2 network communities independently surfaced this.

Why this matches Concern & critique reaction 1 attributable expert contribution · Mél Hogan / The Data Fix
“Cannot wait for you all to hear my conversation with @cyborggoddess.bsky.social on the next The Data Fix!! We talk about the ELIZA effect, AI psychosis, AAI, intimacy, friction, and so much more -- subscribe so you don't miss it: thedatafix.net” evidence ↗
3 experts 2 communities 1 sources clustered
Hypervisible Eryk Salvaggio Mél Hogan / The Data Fix

“Cannot wait for you all to hear my conversation with @cyborggoddess.bsky.social on the next The Data Fix!! We talk about the ELIZA effect, AI psychosis, AAI, intimacy, friction, and so much more -- subscribe so you don't miss it: thedatafix.net”

Primary source thedatafix.net ↗
Established AI field signal Analysis 6d ago
⚡ 38 h early
DAIR whose categories whose AI essay

Whose Categories? Whose AI?

4 directory members surfaced this signal.

Why this matches Concern & critique reaction 1 attributable expert contribution · The Distributed AI Research (DAIR) Institute
“"The community must be the author of its own world." @adiod.bsky.social envisions a future in which a Zimbabwean community rejects an AI surveillance program and designs a cattle-tracking system, drawing upon the relational data governance it has practiced …” evidence ↗
4 experts 1 community 1 sources clustered
Eryk Salvaggio The Distributed AI Research (DAIR) Institute Milagros Miceli Dr Zena Assaad

“"The community must be the author of its own world." @adiod.bsky.social envisions a future in which a Zimbabwean community rejects an AI surveillance program and designs a cattle-tracking system, drawing upon the relational data governance it has practiced …”

“"The villagers are confronting a standard order of operations: the system arrives first, the problem is expected to arrange itself around the system, and the knowledge needed to define both is settled in another hemisphere." dair-institute.org/blog/whose-c...”

Primary source dair-institute.org ↗
Established AI field signal Signal 4d ago

We Have Always Been Action TheoristsToward

2 experts are actively discussing the implications.

Why this matches Concern & critique reaction 1 attributable expert contribution · Eryk Salvaggio
“Of interest to some folks here, Lauren Goodlad on LLM text, literary theory and stochastic parrots — (Goodlad is the editor of @criticalai-journal.bsky.social) : online.ucpress.edu/representati...” evidence ↗
3 experts 1 community 1 sources clustered
Eryk Salvaggio Critical AI https://read.dukeupress.edu/critical-ai/issue Dr Zena Assaad

“Of interest to some folks here, Lauren Goodlad on LLM text, literary theory and stochastic parrots — (Goodlad is the editor of @criticalai-journal.bsky.social) : online.ucpress.edu/representati...”

“g/g online.ucpress.edu/representati...”

2 experts discussed this · 3 posts
Eryk Salvaggio: Of interest to some folks here, Lauren Goodlad on LLM text, literary theory and stochastic parrots — (Goodlad is the editor of @criticalai-journal.bsky.social) : online.ucpress.edu/representati...
Eryk Salvaggio: Engages significantly with @mkirschenbaum.bsky.social et al’s “Again Theory,” which I’ve often been looking at myself this year critinq.wordpress.com/2023/06/27/a...
Matthew Kirschenbaum: Yes, I just read it with interest (as they say).
Open the full discussion →
Primary source online.ucpress.edu ↗
Established Policy & governance Development 19d ago
courts find platforms addictive dangerous

Courts Find Platforms Addictive and Dangerous by Design

2 directory members surfaced this signal.

Why this matches Concern & critique reaction 1 attributable expert contribution · Tech Policy Press
“Courts are finally starting to treat feeds and chatbots as products and to address harmful design, writes Courtney Radsch, director of the Center for Media & Digital Governance at Open Markets Institute—a turn with consequences for Meta, TikTok, and the AI …” evidence ↗
2 experts 1 community 1 sources clustered
Eryk Salvaggio Tech Policy Press

“Courts are finally starting to treat feeds and chatbots as products and to address harmful design, writes Courtney Radsch, director of the Center for Media & Digital Governance at Open Markets Institute—a turn with consequences for Meta, TikTok, and the AI …”

Primary source techpolicy.press ↗
Established AI field signal Signal 11d ago
⚡ 35 h early

metr.org

2 directory members surfaced this signal.

Why this matches Concern & critique reaction 1 attributable expert contribution · Mél Hogan / The Data Fix
“Want to make sense of our 'rogue AI' summer? Or have unpacked for you this new report on 'rogue agents'? metr.org/blog/2026-08... Subscribe to The Data Fix to hear my conversation with Eryk Salvaggio @eryk.bsky.social -- episode coming out Monday! thedatafi…” evidence ↗
2 experts 1 community 1 sources clustered
Eryk Salvaggio Mél Hogan / The Data Fix

“Want to make sense of our 'rogue AI' summer? Or have unpacked for you this new report on 'rogue agents'? metr.org/blog/2026-08... Subscribe to The Data Fix to hear my conversation with Eryk Salvaggio @eryk.bsky.social -- episode coming out Monday! thedatafi…”

Primary source metr.org ↗
Debates gaining attention

What experts are discussing without an anchoring article

3 experts · 5 posts · 19d ago
Olivia Guest Eryk Salvaggio Mél Hogan / The Data Fix
Matches Concern & critique
“am still looking for someone to come chat with me on The Data Fix about these so called rogue ai! ping me!” evidence ↗
Mél Hogan / The Data Fix: am still looking for someone to come chat with me on The Data Fix about these so called rogue ai! ping me!
Olivia Guest: am still looking for someone to come chat with me on The Data Fix about these so called rogue ai! ping me!
Open the thread →