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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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 Eryk Salvaggio ×

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.

22 experts 6 communities 1 sources clustered
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 →
New AI field signal Signal 2h ago

Ai silicon valley

9 experts across 3 network communities independently surfaced this.

9 experts 3 communities 1 sources clustered
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.

8 experts 3 communities 1 sources clustered
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.
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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.

7 experts 3 communities 1 sources clustered
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.”

Established Models & releases Research 7d ago
⚡ 17 h early
LLM story diversity diagnosis paper

Elias in the Lighthouse, Again? Diagnosing Low Diversity in LLM Stories

5 experts across 3 network communities independently surfaced this.

5 experts 3 communities 1 sources clustered
How the network is reacting 5 experts are independently emphasizing research & technical analysis.
Reaction converging

Research & technical analysis

5 experts

Evidence, methods and technical implications.

“In the "Limitations" section they acknowledge that their study was monolingual, but say a multilingual generalization would be interesting. arxiv.org/abs/2605.26492”

2 experts discussed this · 2 posts
Ted Underwood: was reading this and enjoying it — and then enjoyed it more when it turned out to be a paper by Sil Hamilton and @dmimno.bsky.social
David Mimno: was reading this and enjoying it — and then enjoyed it more when it turned out to be a paper by Sil Hamilton and @dmimno.bsky.social
David Mimno: The preprint is arxiv.org/abs/2605.26492, and @srhm.ca is working on a post!
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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.

7 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.

“«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…”

Developing Compute & infrastructure Analysis 2d ago
⚡ 6 h early
system from nowhere essay

The System From Nowhere

6 experts across 2 network communities independently surfaced this.

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…
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Established Compute & infrastructure Analysis 12d ago
⚡ 9 h early
Zuckerberg manifesto compute critique

Zuckerberg’s AI Manifesto Lost it at Compute

6 experts across 2 network communities independently surfaced this.

6 experts 2 communities 1 sources clustered
How the network is reacting Experts are approaching this through 2 distinct lenses.
Multiple readings

Policy & governance

1 expert

Rules, institutions and accountability.

“Ellen P. Goodman, a professor at Rutgers Law School and co-Director of the Rutgers Institute for Information Policy & Law, asks what it would take to actually democratize AI at each layer of the stack, starting with compute—the layer Zuckerberg's latest man…”

Opportunity & adoption

1 expert

New capabilities, benefits and practical upside.

“"For ten years at least, Zuckerberg has repeatedly promised connection and democracy on his platforms. Instead, we’ve gotten slop and oligarchic control. The AI manifesto promising superintelligence-for-all is cut from the same cloth."”

Established Compute & infrastructure Signal 5d ago
⚡ 43 h early

Data centers ai populism

5 directory members surfaced this signal.

5 experts 1 community 1 sources clustered
Established Safety & security Analysis 6d ago
⚡ 385 h early
cybernetic forests X Y reframing essay

It's Not Just X. It's Y.

5 experts across 2 network communities independently surfaced this.

5 experts 2 communities 1 sources clustered

“One of them is RLVR, which I’ve written about here as clearly as I could, albeit in a different context: mail.cyberneticforests.com/its-not-just...”

“Not using AI? You must pay an AI company $$$ to certify you, and then accept their AI-generated recommendations for how to not sound like AI.”

5 experts discussed this · 23 posts
Eryk Salvaggio: This may be considered spicy but as someone who wrote a paper in 2022 that put this idea into the world (re: image models) the LLM is not merely reflecting what people say on the Internet anymore; …
Eryk Salvaggio: It parrots the structure of how we discuss ideas to arrive at conclusions. They have abstracted that form of conversation into something a model can work with. But "it was obviously in the training…
Eryk Salvaggio: But all that is pretty confusing if you're stuck on the idea that language is thinking. The paradigm shift is that these models made unthinking erudition possible, and we have to grapple with under…
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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.

4 experts 2 communities 1 sources clustered

“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…
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Established AI research Research 9d ago
⚡ 43 h early
latent diffusion neural economy paper

The Market in the Model: Latent Diffusion as Neural Economy

3 experts across 2 network communities independently surfaced this.

3 experts 2 communities 1 sources clustered

“But my favorite nerdy observation is that Async is an MRI company — and the latent diffusion process is built on U-Net, which was widely used in medical imaging (I call this the move from corpora to corpus in my “market in the model” pre-print!) arxiv.org/a…”

2 experts discussed this · 8 posts
Eryk Salvaggio: The way these models work now, any mechanized “taste” (aesthetic preferences) operates as a constraints on what models produce; that constraint would be recognizable in images people shared. They w…
Eryk Salvaggio: Taste, as a curatorial instinct that balances novelty and familiarity, is already re-enacted by these models. We don’t recognize it as such but these mechanisms aim to “automate discernment;” LoRAs…
Eryk Salvaggio: Aesthetically valued diffusion-generated images exist, they just require calibrating the discernment mechanism away from default model aesthetics. That has to be rare to hold information. But look …
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Established AI field signal Signal 20d ago
⚡ 99 h early

Words matter damnit fc883733a729

4 experts across 3 network communities independently surfaced this.

4 experts 3 communities 1 sources clustered
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…
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Established AI field signal Analysis 13d ago
⚡ 5 h early
AI consciousness misconception essay

Can AI ever be conscious? The question stems from a misconception

2 experts are actively discussing the implications.

3 experts 1 community 1 sources clustered
How the network is reacting 2 experts are emphasizing questions & unknowns.
Shared emphasis

Questions & unknowns

2 experts

What remains unresolved or contested.

“Can AI ever be conscious? The question stems from a misconception www.nature.com/articles/d41...”

2 experts discussed this · 5 posts
Abeba Birhane: what does @tonychemero.bsky.social's new book 'Intertwined Creatures' have to offer to the “AI consciousness” debate? here is my take on it www.nature.com/articles/d41...
Eryk Salvaggio: what does @tonychemero.bsky.social's new book 'Intertwined Creatures' have to offer to the “AI consciousness” debate? here is my take on it www.nature.com/articles/d41...
Abeba Birhane: that question does not have a simple yes or no answer. you'll have to read the book
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Established AI field signal Resource 3d ago
The Data Fix newsletter resource

The Data Fix

3 experts across 2 network communities independently surfaced this.

3 experts 2 communities 1 sources clustered

“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”

What experts are discussing without an anchoring article

6 experts · 7 posts · 14d ago
Ali Alkhatib: Hey, I'm in Austin Texas now. I'm pursuing a PhD at UT Austin, working with @davidthewid.bsky.social, where I'm going to be thinking about AI and tech refusal (which, in my mind, is very broad and …
Eileen Clancy 🧿: Hey, I'm in Austin Texas now. I'm pursuing a PhD at UT Austin, working with @davidthewid.bsky.social, where I'm going to be thinking about AI and tech refusal (which, in my mind, is very broad and …
Open the thread →
3 experts · 5 posts · 5d ago
Eryk Salvaggio: The fact of the matter is that AI is language without the demands of an other subjectivity and language is a riff we can ride for a very long time: that kind of vacancy is a magnet for projecting f…
Luke Stark: The fact of the matter is that AI is language without the demands of an other subjectivity and language is a riff we can ride for a very long time: that kind of vacancy is a magnet for projecting f…
Open the thread →