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 signals surfaced by Emily M. Bender ×

The developments commanding sustained expert attention

One card per development. Sources are clustered; expert reactions remain attributable.

Established AI field signal Signal 5d ago
⚡ 8 h early

science.org

13 experts across 4 network communities independently surfaced this.

13 experts 4 communities 1 sources clustered

“This article ends with a good conclusion, but it is extremely misguided along the way. It is also a rich text for exploring how clear language helps make the point better. A thread: www.science.org/doi/10.1126/... >>”

“This editor/author does the same “trick” as he writes: "Recently, the ability of large language models (LLMs) to predict protein structures and to accelerate the discovery of new materials has revolutionized both fields. New AI agents can now carry out many…”

Developing AI research Analysis 1d ago
⚡ 345 h early
Leiden Declaration AI and mathematics

Leiden Declaration on Artificial Intelligence and Mathematics

14 experts across 5 network communities independently surfaced this.

14 experts 5 communities 1 sources clustered

“Do read the whole thing, think about your personal and professional values, and how they can serve as strong grounds for resistance and refusal. leidendeclaration.ai”

“Weeks ago, @chanda.blacksky.app sent me this declaration, written and signed by a bunch of mathematicians. But I only had time to read it yesterday, which ended up being right on time given a new round of hype falling exactly under the patterns this documen…”

Developing AI field signal Analysis 2d ago
⚡ 5 h early
Guardian AI consciousness essay

Could AI be conscious?

8 experts across 3 network communities independently surfaced this.

8 experts 3 communities 1 sources clustered

“How about a jet-lagged live posting while I read? Trying to read this because I keep getting tagged in posts about it, but the first paragraph already contains synthetic text (a quote from Claude). I will skip that bit and persevere... www.theguardian.com/t…”

“Starts with asking Claude if it’s a “moral patient” and goes downhill from there.”

Established AI field signal Resource 13d ago
⚡ 489 h early
AI resist list published

The AI Resist List

15 experts across 3 network communities independently surfaced this.

15 experts 3 communities 1 sources clustered

“New initiative from @karenhao.bsky.social airesistlist.org”

“On the one-year anniversary of EMPIRE OF AI, I am so, so excited to announce The AI Resist List, a new project that documents examples of resistance to the AI empires around the world. http:// airesistlist.org”

Established AI field signal Analysis 4d ago
⚡ 6 h early
essay how to talk AI

How to talk about

9 experts across 2 network communities independently surfaced this.

9 experts 2 communities 1 sources clustered

“For ideas on how to do that, see: buttondown.com/maiht3k/arch... /fin”

“Instead of railing against the latest “I asked Claude” article in a mainstream publication, I’ll just post this.”

2 experts discussed this · 16 posts
Emily M. Bender: So many conversations where otherwise serious people throw around the term "AI" without defining it, despite it being notoriously ill-defined. Thinking about why this might be >>
Emily M. Bender: In some cases, no doubt, the speaker fully believes that autonomous thinking machines are among us. (Though I said "otherwise serious people" in the prev post, so.) >>
Emily M. Bender: In other cases, I suspect that people feel like they lack the expertise to call bullshit and are repeating what they hear others say. >>
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Developing Models & releases Analysis 2d ago
⚡ 50 h early
ACM library LLM access advocacy

Now is the Time to Give LLMS Access to the ACM Digital Library Why ACM Believes the benefits outweigh the risks in opening up the ACM Digital Library to large language models

3 experts across 2 network communities independently surfaced this.

3 experts 2 communities 1 sources clustered

“Over on linkedin, I heard from Jeanna Matthews, co-chairing an ACM taskforce on Responsible AI use (saving commentary on that framing for later…) that this decision does *not* come from ACM leadership & that community input really matters. Make your voice h…”

“Take some time (very little) to weigh on this: "Now Is the Time to Give LLMs Access to the ACM Digital Library" docs.google.com/forms/d/e/1F... (not that I want to influence anyone, but my own position is along the lines of "hell no.")”

Established Models & releases Analysis 7d ago
⚡ 6 h early
Bender Stochastic Parrots meaning explained

What Emily Bender Really Meant by "Stochastic Parrots"

3 experts across 2 network communities independently surfaced this.

3 experts 2 communities 1 sources clustered

““The message that I always bring when I have a chance is that, when the text that comes out of one of these systems makes sense, it’s because we are making sense of it. This is also in the stochastic parrots paper.””

New AI field signal Signal 5h ago
⚡ 487 h early

Stochastic Flocks and the Critical Problem of 'Useful' AI

2 directory members surfaced this signal.

2 experts 1 community 1 sources clustered

“Returning to this thread after a busy week, now that I've had time to read your "stochastic flocks" piece. Link here, just in case anyone else is following: www.techpolicy.press/stochastic-f... >>”

“This article managed to annoy all sides, but there are good technical explanations of why this kind of system would be capable of finding vulnerabilities & writing functional code. Rigorous critiques of AI are systemic, it holds up even when it “does things…”

Established AI field signal Analysis 7d ago
AI usefulness insufficient critique essay

"Useful" is not sufficient

3 experts across 2 network communities independently surfaced this.

3 experts 2 communities 1 sources clustered

“"In a burning world we need to hold ourselves and each other to a higher standard. “Useful” is far, far from being good enough." https://tante.cc/2026/07/15/useful-is-not-sufficient/”

““"Useful" is not sufficient” https://tante.cc/2026/07/15/useful-is-not-sufficient/ > Usefulness is not an objective, fully abstract property: A thing is not useful for everyone or in general but mostly just for specific people in specific contexts. And usef…”

3 experts discussed this · 8 posts
tante: "In a burning world we need to hold ourselves and each other to a higher standard. “Useful” is far, far from being good enough." https://tante.cc/2026/07/15/useful-is-not-sufficient/
tante: (Sorry, just a quick note, I'd love to write a longer piece on "useful" because it's such a harmful narrative)
tante: Gotta figure out if I might want to pitch that somewhere or just dump it on the blog ;))
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Established Models & releases Signal 5d ago

Now is the time to give llms access to the acm digital library

3 experts across 2 network communities independently surfaced this.

3 experts 2 communities 1 sources clustered

“Depressing that ACM is probably correct about this: "AI-assisted literature reviews ... are already changing research workflows. Publishers absent from AI ecosystems risk becoming repositories of record rather than sources of influence." cacm.acm.org/opinio…”

New AI field signal Signal 19h ago

Ghost in the Machine

1 directory member surfaced this signal.

1 expert 1 community 1 sources clustered

“My reply: Not everyone who disagrees with me, but people who are loudly aligning themselves with a fascist project. That opinion isn't knee-jerk either, but rather deeply informed. Some good starting points for learning more: @ghostdoc2026.bsky.social notai…”

Established NLP & language Development 4d ago

EMNLP 2026 AI Reviewing Experiment

2 directory members surfaced this signal.

2 experts 1 community 1 sources clustered

“I did not submit anything to #EMNLP2026, which is probably part of why I missed this when it was first posted in May, but I want to say now that I am utterly appalled that @aclmeeting.bsky.social & @emnlpmeeting.bsky.social are engaging in this nonsense. 20…”

Established AI field signal Signal 17d ago
⚡ 28 h early

firstmonday.org

2 directory members surfaced this signal.

2 experts 1 community 1 sources clustered

“If you haven't read this piece on language use in around AI, you definitely should. Great work from @emilymbender.bsky.social , @nannainie.bsky.social and Peter Zukerman, with solutions for what to call things we backoff to just anthropomorphising. firstmon…”

Established Culture, work & education Analysis 12d ago
⚡ 5 h early
AI illusions understanding scientific research Nature

Artificial intelligence and illusions of understanding in scientific research - Nature

2 experts are actively discussing the implications.

1 expert 1 community 1 sources clustered

“I follow @mjcrockett.bsky.social and @lmesseri.bsky.social in believing science (and in fact all scholarship) to be an essentially human activity. (@alexhanna.bsky.social and I write about this in The AI Con, too.) www.nature.com/articles/s41... >>”

2 experts discussed this · 13 posts
Emily M. Bender: A beautiful essay indeed, and great jumping off point for people across all fields of scholarship to reflect on what it is we are doing and why. A short thread >>
Emily M. Bender: I follow @mjcrockett.bsky.social and @lmesseri.bsky.social in believing science (and in fact all scholarship) to be an essentially human activity. (@alexhanna.bsky.social and I write about this in …
Abstract Tesseract: A beautiful essay indeed, and great jumping off point for people across all fields of scholarship to reflect on what it is we are doing and why. A short thread >>
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What experts are discussing without an anchoring article

8 experts · 45 posts · 17d ago
M.J. Crockett: Joseph Weizenbaum's 1976 book, Computer Power and Human Reason, has long been out of print - used copies sell for hundreds of dollars. It's wild that this is not more widely available given how muc…
M.J. Crockett: Weizenbaum was an MIT computer scientist who built one of the first chatbots, ELIZA. He wrote the book out of a growing sense of horror as he saw how “extremely short exposures to a relatively simp…
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4 experts · 6 posts · 7d ago
Emily M. Bender: I really appreciate this stance. Too many people try to use "but it's useful" as a counterargument to what we say, for example, in The AI Con. Useful for whom and at what cost (to the user and espe…
tante: I really appreciate this stance. Too many people try to use "but it's useful" as a counterargument to what we say, for example, in The AI Con. Useful for whom and at what cost (to the user and espe…
Open the thread →