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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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…”

Established AI field signal Development 18d ago
⚡ 47 h early
AI skill degradation early results study

Is AI ruining our skills? Early results are in — and they’re not good

12 experts across 4 network communities independently surfaced this.

12 experts 4 communities 1 sources clustered

“I find the research increasingly compelling — this week's example being a case in point: www.nature.com/articles/d41... I look forward to reading your book and having these concerns placed in the context of earlier technological transitions and their attend…”

“What a surprise ….. “Is AI ruining our skills? Early results are in — and they’re not good Reliance on artificial-intelligence tools degrades the abilities of physicians and software engineers, studies show.” www.nature.com/articles/d41...”

2 experts discussed this · 6 posts
Edouard Machery: The literature on cognitive offloading and deskilling should be taken with a serious grain of salt. See literature on video games in the 1980s, see Haidt style literature on social media. The last …
Alondra Nelson: I find the research increasingly compelling — this week's example being a case in point: www.nature.com/articles/d41... I look forward to reading your book and having these concerns placed in the c…
Edouard Machery: The issue, in my opinion, is publication bias and p-hacking. The literature is clearly titled toward finding negative effects - this is what gets in the news etc. As a result I don’t think we can t…
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Established AI research Research 4d ago
⚡ 614 h early
AI theoretical tool cognitive science paper

Reclaiming AI as a Theoretical Tool for Cognitive Science - Computational Brain & Behavior

4 experts across 2 network communities independently surfaced this.

4 experts 2 communities 1 sources clustered

“This does not follow. Computationalism does not even imply makeism. See 📝 link.springer.com/article/10.1... See 🧵 bsky.app/profile/iris...”

“One paper I thought a lot while writing was this by @irisvanrooij.bsky.social et al (linked in my piece; I recommend). There's a role for AI for "assessing whether something is computationally possible or not, in principle and in practice." link.springer.co…”

6 experts discussed this · 119 posts
Iris van Rooij: What, in your opinion, is the strongest anti-computationalist argument out there?
Iris van Rooij: Here, by 'computationalism' I mean the metatheoretical thesis that cognition is, or can be understood as, a form of computation. See eg link.springer.com/article/10.1...
Iris van Rooij: Was not rhetorical, but I wonder if question was understood? bsky.app/profile/iris...
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Established AI field signal Analysis 4d ago
⚡ 793 h early
critical AI essay olivia science

Critical AI

4 experts across 2 network communities independently surfaced this.

4 experts 2 communities 1 sources clustered

“Yes, thank you for sharing the `German version! On @olivia.science ’s CAIL website there are also links to translations in Brazilian Portuguese, Dutch, French, Italian, and Spanish. olivia.science/ai/#activism”

“All the critical AI stuff is here if useful olivia.science/ai 💞”

2 experts discussed this · 9 posts
Olivia Guest: There's no engineering reason for human shaped robots other than that one actually. And there's so many engineering reasons against. The sooner people realise it has always been true & sexist (oliv…
Olivia Guest: Also see: bsky.app/profile/oliv... 2/
Thomas Dietterich: My colleague Jonathan Hurst (at Agility Robotics) has a long list of reasons why humanoid robots make sense. For years he was opposed to humanoids, but he found that for lifting and carrying loads,…
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Established AI research Research 6d 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 2 sources clustered

“Done ☺️ www.linkedin.com/posts/irisva...”

“2/2 bsky.app/profile/oliv... pdf here: doi.org/10.5281/zeno...”

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 field signal Resource 4d ago
⚡ 236 h early
OSF open science framework platform

OSF

3 experts across 2 network communities independently surfaced this.

3 experts 2 communities 1 sources clustered

“It's so core to the technology that things like Pygmalion displacement (doi.org/10.31235/osf...), pretending the Turing test (olivia.science/turing/) did not contain gender, and much more, happen right under our noses. 3/n”

Established Agents & robotics Resource 7d ago
⚡ 4 h early
IBM agentic engineering explainer published

What is Agentic Engineering? | IBM

3 experts are actively discussing the implications.

2 experts 1 community 1 sources clustered

“oh, vibe coding is now being called agentic engineering hahah 🤡 www.ibm.com/think/topics...”

3 experts discussed this · 8 posts
Olivia Guest: oh, vibe coding is now being called agentic engineering hahah 🤡 www.ibm.com/think/topics...
Olivia Guest: that's part of it!
Abstract Tesseract: "However, with the start of 2026, the software industry needs terminology that better reflects professional development practices" Well I guess if any company understands the need to do damage cont…
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Established AI field signal Resource 3d ago
⚡ 742 h early
AI models Zenodo research deposit

Models

2 experts are actively discussing the implications.

3 experts 1 community 1 sources clustered

“3️⃣ for those who make excuses for AI, or stats in general, in "scientific settings" without any critical reflection, see the thread below and this manuscript: doi.org/10.5281/zeno... I might come back and add more later, but maybe this is enough for now. ☺…”

2 experts discussed this · 22 posts
Olivia Guest: I wrote a very short piece on models & modelling in part because we need to protect our scientific praxis damage caused by AI in terms of addictive frictionless thinking, esp since it harms society…
Olivia Guest: > [We need] to push back against correlationism[:] the idea that because things can appear similar that therefore their [other properties match. A] video of me may directly coincide with many of my…
Olivia Guest: > This becomes utterly damaging pedagogically when we assume the ‘output’ of an assignment, the essay or horrifically the grade, is the essence. The point is for students to engage with the subject…
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Established AI field signal Development 4d ago
⚡ 705 h early
open letter AI academia adoption

Open Letter: Stop the Uncritical Adoption of AI Technologies in Academia

2 experts are actively discussing the implications.

3 experts 1 community 1 sources clustered

“Not sure of you saw it, but this open letter may be of use/interest: openletter.earth/open-letter-...”

“It's been about a year and the university has still not replied to our open letter: openletter.earth/open-letter-... They reply to so many other letters and events, rightfully so of course, and much faster. I can only guess as to why we're ignored and none …”

2 experts discussed this · 19 posts
Iris van Rooij: I am responsible for the academic skills line in our AI programme and I think part of the 26/27 curriculum needs to be to help students understand that all those “AI assistants” that publishers and…
Iris van Rooij: Sadly, we need to teach students now that, in contrast to computers >3 years ago, the current software is actively designed to offer them slop, desinformation, and deskilling. >>
Iris van Rooij: As if learning academic skills was not hard enough, it is now made actively harder by all the bloated “clippies”. Students need to learn and understand that part of growing to be an academic in the…
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Established AI field signal Analysis 11d ago
⚡ 645 h early
academics reject uncritical AI adoption

Against the Uncritical Adoption of 'AI' Technologies in Academia

4 experts are actively discussing the implications.

3 experts 1 community 1 sources clustered

“5/ PDF: doi.org/10.5281/zeno... bsky.app/profile/oliv...”

4 experts discussed this · 46 posts
Olivia Guest: I think being anti AI is entering a more mainstream phase! While incredibly good at the same time we're finally meeting a low bar. This means: 1) more critical thinking is needed now as non-experts…
Olivia Guest: 2) industry buys people out a great deal and conflicts of interest are often not properly displayed. Many already have started rebranding as AI literacy and even critical AI literacy "experts" — wh…
Olivia Guest: Obviously, when you see research that involves anything to do with AI, look up what side projects these people have, what startups they spun up, & sadly if they are in the Epstein files, etc. bsky.…
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Established AI field signal Analysis 3d ago
AI entryism critique essay

Entryism

3 experts are actively discussing the implications.

2 experts 1 community 1 sources clustered

““Much like fascism generally, if left unchecked and unaddressed: AI is a totalising force that destroys people and planet from the inside out.” olivia.science/entryism/”

“managers or indeed uhhh editors in chief... context: olivia.science/entryism”

3 experts discussed this · 40 posts
Ben Williamson: Here’s what I’m observing in AI papers: Title and abstract: these set the scene in academic jargon overdrive. You’ve never seen so much over-use of the word “epistemic”. AI-enhanced papers start ja…
Ben Williamson: Introduction. AI-supported papers frequently introduce themselves as a “conceptual synthesis.” It's like everyone is a poor synthetic theorist who only does conceptual work based on existing litera…
Ben Williamson: Lit review. You don’t really get a proper lit review but long lists of various conceptual approaches and literatures thrown together in a way that is supposed, I guess, to appear impressive. Often …
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Established Culture, work & education Analysis 3d ago
⚡ 831 h early
AI hollowing out higher education essay

AI Is Hollowing Out Higher Education

2 directory members surfaced this signal.

2 experts 1 community 1 sources clustered

“"Many scholars, including us, have highlighted the threat posed by techno-solutionism in education: Rather than expanding our intellectual horizons, these technologies undermine the very conditions that allow us to think for ourselves." open access archived…”

Established Agents & robotics Development 12d ago
⚡ 29 h early
open letter government autonomous weapons

Ondertekenaars + open brief aan de regering over autonome wapens.docx

2 directory members surfaced this signal.

2 experts 1 community 1 sources clustered

“Een paar jaar geleden, in 2020, deden veel academici en experts in AI dat nog, maar nu is het muisstil. Zijn we opeens ons moreel compas verloren? docs.google.com/document/d/1... @voxweb.bsky.social”

Established AI field signal Signal 19d ago
⚡ 17 h early

journals.sagepub.com

3 experts are actively discussing the implications.

3 experts 1 community 1 sources clustered

“. @olivia.science and I also wrote about capacities here (and elswhere): journals.sagepub.com/doi/10.1177/... Reason I emphasize is that many people conceptualise cognition as "what we measure" + think this is consistent with or implied by computationalism.…”

3 experts discussed this · 6 posts
Iris van Rooij: Published version now available in Current Directions in Psychological Science: journals.sagepub.com/doi/10.1177/...
Olivia Guest: Published version now available in Current Directions in Psychological Science: journals.sagepub.com/doi/10.1177/...
Emily M. Bender: 👀
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Established AI research Research 3d ago
⚡ 1275 h early
logical inference brains neural networks paper

On Logical Inference over Brains, Behaviour, and Artificial Neural Networks - Computational Brain & Behavior

2 directory members surfaced this signal.

2 experts 1 community 1 sources clustered

“Also it is consistent with false analogy, which assumes two things are similar (when they aren't) in deep ways and causes immense confusion if not detected in one's thinking. doi.org/10.1007/s421...”

Established AI research Research 9d ago
⚡ 1235 h early
neural networks mysterianism mechanism paper

Understanding Artificial Neural Networks: Mysterianism about Known Mechanism is Mysticism

4 experts are actively discussing the implications.

2 experts 1 community 1 sources clustered

“yup! I propose they perform a different function, more discursive and rhetorical. I analyse some interesting patterns within such letters/other outputs (in the preprint below), such as the bizarre claim that the creators of AI don't understand it: doi.org/1…”

4 experts discussed this · 17 posts
Shannon Vallor: I was in two intensive week-long workshops this year with neuroscientists, philosophers and computer scientists and not *one* thought LLMs are conscious, or that anything is ‘mysterious’ in a model…
Shannon Vallor: Because none of those scientists and philosophers were on an AI company payroll
rev. howard arson: fwiw it is actually a reallly interesting question but it is interesting in terms of "what about the optimization dynamics results in this phenomenology" rather than "is the thing making an accurat…
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Established AI field signal Resource 11d ago
⚡ 518 h early

OSF

2 experts are actively discussing the implications.

2 experts 1 community 1 sources clustered

“OK, maybe these are useful for your exploration. Hopefully, but please ignore of course if not. I'll link you directly to where there is the full paper and related threads as much as possible. 1/ PDF: doi.org/10.31234/osf... bsky.app/profile/oliv...”

2 experts discussed this · 37 posts
Olivia Guest: ? bsky.app/profile/eryk...
Olivia Guest: What exactly are you looking for if useful I can suggest readings? Especially if you're interested in academic work.
Olivia Guest: OK, maybe these are useful for your exploration. Hopefully, but please ignore of course if not. I'll link you directly to where there is the full paper and related threads as much as possible. 1/ P…
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Established AI field signal Development 6d ago
⚡ 4 h early
YouTube AI video unlabeled

- YouTube

2 experts are actively discussing the implications.

2 experts 1 community 1 sources clustered

“Protein folding is intractable in general, so the barrier cannot have been broken algorithmically in general. Where is the scam hidden? Either algorithms consume super-polynomial resources or they are simply not solving the problem reliably. There is no oth…”

“With respect to how it harms theory, you'll need this one which has a small overlap only and otherwise explains the issues with AI on science internally. youtu.be/4DHgVkIWhig 4/”

2 experts discussed this · 6 posts
Iris van Rooij: Protein folding is intractable in general, so the barrier cannot have been broken algorithmically in general. Where is the scam hidden? Either algorithms consume super-polynomial resources or they …
Olivia Guest: Protein folding is intractable in general, so the barrier cannot have been broken algorithmically in general. Where is the scam hidden? Either algorithms consume super-polynomial resources or they …
Olivia Guest: CC @trantteam.bsky.social maybe of interest?
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What experts are discussing without an anchoring article

5 experts · 8 posts · 12d ago
Eryk Salvaggio: We really must acknowledge that when you see “AI” making half-assed work it’s because someone looked at it, said “good enough” and shared that half-ass work just to stand by it, point out that it w…
Eryk Salvaggio: Like yes Gen AI UX is designed to encourage half-assery but Netflix is designed to keep you binge watching and we would not tolerate an academic staying up all night watching the Great British Bake…
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