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.

2,373 searchable experts 3,451 tracked across all sources
Filter the conversation Who is saying what?

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

Clear all
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.

Showing signals surfaced by Eryk Salvaggio ×

What is moving across the network now

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

Developing Safety & security Analysis 1d 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.
Open the full discussion →
Developing Compute & infrastructure Analysis 1d 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…
Open the full discussion →
Established AI field signal Analysis 3d 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 6d 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!
Open the full discussion →
Developing AI field signal Resource 2d 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”

Established AI research Research 3d 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…
Open the full discussion →
Established Compute & infrastructure Signal 4d ago

Data centers ai populism

5 directory members surfaced this signal.

5 experts 1 community 1 sources clustered
Established Safety & security Analysis 5d 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…
Open the full discussion →
Established Culture, work & education Analysis 4d ago
AI interest story media anatomy essay

Anatomy of an AI Interest Story · Joe Bak-Coleman

3 experts across 2 network communities independently surfaced this.

3 experts 2 communities 1 sources clustered

“I couldn't help but write a blog post about these AI-Interest stories that seem to be cropping up everywhere. joebakcoleman.com/blog/2026-09...”

““We’re being distracted by a cutesy little AI* story and asked not to think too deeply about the bullshit beneath it all.” joebakcoleman.com/blog/2026-09...”

Established AI field signal Signal 3d ago

Dobson Hypomnemata and the New Industrialization

2 directory members surfaced this signal.

2 experts 2 communities 1 sources clustered

“I've got another newly published essay! This article addresses the automatic assembly of context in chatbots--what is known as "memory" for these applications--and how this manufactures the appearance of continuity and personality, while constructing user p…”

Established AI field signal Signal 3d ago

We Have Always Been Action TheoristsToward

2 experts are actively discussing the implications.

3 experts 1 community 1 sources clustered

“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 →
Established AI field signal Analysis 5d ago
⚡ 38 h early
DAIR whose categories whose AI essay

Whose Categories? Whose AI?

4 directory members surfaced this signal.

4 experts 1 community 1 sources clustered

“"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...”

“"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 …”

Established Models & releases Research 3d ago
LLM training data diversity paper

Do Large Language Models Capture the Diversity in their Training Data?

1 directory member surfaced this signal.

1 expert 1 community 1 sources clustered

“Not surprising, but this study suggests LLMs & LDMs actually produce *less* than the variety present in their training data: “across different model scales, sequence lengths, and decoding strategies.” arxiv.org/abs/2609.02275”

What experts are discussing without an anchoring article

3 experts · 5 posts · 4d 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 →