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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Showing signals surfaced by Iris van Rooij ×

The questions experts are actively pulling apart

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

Developing AI research Research 1d ago
⚡ 1275 h early
logical inference brains neural networks paper

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

4 experts are actively discussing the implications.

2 experts 1 community 1 sources clustered

“@andreaeyleen.eurosky.social and I address that actually in the cited 2023 paper: doi.org/10.1007/s421...”

4 experts discussed this · 254 posts
Olivia Guest: exactly 💯 on LLMs: they simulate the output we call language, not the cognitive capacity we call language!
Dr Keith Wilson 🏳️‍🌈: exactly 💯 on LLMs: they simulate the output we call language, not the cognitive capacity we call language!
Olivia Guest: You sound daft right now. Worry about that. Don't worry about me.
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Developing AI field signal Analysis 2d ago
⚡ 793 h early
critical AI essay olivia science

Critical AI

5 experts across 3 network communities independently surfaced this.

5 experts 3 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.

“"AI literacy" is like "cigarette literacy" explaining how to light up with swagger. What we need is critical AI literacy (see olivia.science/ai/ from @olivia.science), which is a completely different curriculum. One that is liberating.”

Research & technical analysis

1 expert

Evidence, methods and technical implications.

“@olivia.science of course has a great collection including a lot of her own research olivia.science/ai/”

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 7d 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
How the network is reacting Experts are approaching this through 2 distinct lenses.
Multiple readings

Research & technical analysis

1 expert

Evidence, methods and technical implications.

“See, e.g., Section 4 in our position paper for an overview of how the principles can be applied to 'AI': 📝 @olivia.science , @marentierra.bsky.social et al. (2026). Against the Uncritical Adoption of 'AI' Technologies in Academia. Digital Culture & Educatio…”

Opportunity & adoption

1 expert

New capabilities, benefits and practical upside.

“or if you prefer text: Guest, O., Suarez, M., Müller, B., et al. (2026). Against the Uncritical Adoption of 'AI' Technologies in Academia. Digital Culture & Education. doi.org/10.5281/zeno...”

4 experts discussed this · 112 posts
Olivia Guest: if you hate LaTeX then raw text works too because remember: journals are supposed to typeset stuff for us: we pay them
Olivia Guest: or git, but depends how you work ofc
Olivia Guest: not a fan, but yes, a very good idea
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Developing AI field signal Resource 1d ago
⚡ 518 h early

OSF

2 experts are actively discussing the implications.

2 experts 1 community 1 sources clustered

“also this from doi.org/10.31234/osf... with @irisvanrooij.bsky.social”

2 experts discussed this · 34 posts
Olivia Guest: & bots end up being addictive in the sense of a subset of the users being converted into chatting to them as if they are people and then a subset from there goes on to become detached fully from fr…
Luke Stark: & bots end up being addictive in the sense of a subset of the users being converted into chatting to them as if they are people and then a subset from there goes on to become detached fully from fr…
Olivia Guest: It's not addictive like a substance if that's what you mean. Behavioural addictions are just a turn of phrase. Is it incredibly harmful like an addiction to a substance could be? Yes.
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Established AI research Research 18d 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

“🍃 What happens when these ideas radiate outwards from cognitive science? What Does ‘Human-Centred AI’ Mean? doi.org/10.3390/bs16... Understanding Artificial Neural Networks: Mysterianism about Known Mechanism is Mysticism doi.org/10.5281/zeno...”

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 Analysis 11d ago
⚡ 2461 h early
Microsoft 365 Copilot analysis

Microsoft 365 Copilot: An Analysis

3 experts are actively discussing the implications.

3 experts 1 community 1 sources clustered

“Were that true, Microsoft would not have included detailed indemnifying language in the EULA for Copilot (including agents) as I detail at the linked doc: padlet.com/verdigris21/...”

3 experts discussed this · 19 posts
Dwayne Monroe: I was asked to create a risk analysis of Microsoft 365 Copilot for a labor council and it occurs to me that others may find it useful. Voila! padlet.com/verdigris21/...
Iris van Rooij: I was asked to create a risk analysis of Microsoft 365 Copilot for a labor council and it occurs to me that others may find it useful. Voila! padlet.com/verdigris21/...
Iris van Rooij: Thank you for making this and sharing! 🙏
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Established AI field signal Resource 10d ago
⚡ 742 h early
AI models Zenodo research deposit

Models

2 experts are actively discussing the implications.

3 experts 1 community 1 sources clustered

“It this piques your interest, you also absolutely need to check out @olivia.science's piece on 'Models'. 📝 Guest, O. (2026). Models. Zenodo. doi.org/10.5281/zeno... Trust me! You will not regret it 😎”

“🍃 How do we use formal models to reason about cognition? Models doi.org/10.5281/zeno... On Models, Prediction, and Scientific Roles Thereof: Commentary on Sanbonmatsu et al. (2025) doi.org/10.5281/zeno...”

2 experts discussed this · 29 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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Developing AI field signal Signal 1d ago

Opposing the inevitability of ai at universities is possible and necessary

2 experts are actively discussing the implications.

2 experts 1 community 1 sources clustered
2 experts discussed this · 15 posts
Iris van Rooij: ‘Study after study shows that students want to develop these critical thinking skills, are not lazy, and large numbers of them would be in favor of banning ChatGPT and similar tools in universities…
Luke Stark: ‘Study after study shows that students want to develop these critical thinking skills, are not lazy, and large numbers of them would be in favor of banning ChatGPT and similar tools in universities…
Iris van Rooij: See also bsky.app/profile/iris...
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Established AI research Research 16d 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
How the network is reacting Experts are approaching this through 2 distinct lenses.
Multiple readings

Research & technical analysis

1 expert

Evidence, methods and technical implications.

“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…”

Opportunity & adoption

1 expert

New capabilities, benefits and practical upside.

“"no finite set of ‘impressive’ observations about AIs/LLMs establishes that they exhibit a (human) cognitive capacity. (...) if we propose that a machine has a cognitive capacity X, we must also formally charactise X such that the machine’s capacity Y can b…”

2 experts discussed this · 21 posts
Iris van Rooij: Footnote 23 in Reclaiming AI: link.springer.com/article/10.1...
Iris van Rooij: "no finite set of ‘impressive’ observations about AIs/LLMs establishes that they exhibit a (human) cognitive capacity. (...) if we propose that a machine has a cognitive capacity X, we must also fo…
Olivia Guest: Footnote 23 in Reclaiming AI: link.springer.com/article/10.1...
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New AI field signal Analysis 5h ago
⚡ 789 h early
AI slop knowledge destruction critique

AI slop and the destruction of knowledge

4 experts across 2 network communities independently surfaced this.

4 experts 2 communities 1 sources clustered

“Btw, kind heads: this is AI generated slop "definition" See also: irisvanrooijcogsci.com/2025/08/12/a...”

2 experts discussed this · 5 posts
Iris van Rooij: Something that may be difficult for non-experts to grasp is that experts can recognise when a student’s text is not meaningfully connected to cited literature in the expert’s area of expertise.
Iris van Rooij: Not unrelated to this irisvanrooijcogsci.com/2025/08/12/a...
Iris van Rooij: And related to this bsky.app/profile/oliv...
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Established AI field signal Analysis 8d ago
AI entryism critique essay

Entryism

4 experts are actively discussing the implications.

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

Policy & governance

2 experts

Rules, institutions and accountability.

“Also see: Baba, A., Cook, D. M., McGarity, T. O., & Bero, L. A. (2005). Legislating “sound science”: the role of the tobacco industry. American Journal of Public Health, 95(S1), S20-S27. doi.org/10.2105/AJPH... For examples of extreme entryism: olivia.scien…”

4 experts discussed this · 7 posts
Emily M. Bender: Is there something in the water this week? It seems like the "AI" stans are more upset than usual at the thought that their chatbot idols are no more than interactive fiction and a large dollop of …
Olivia Guest: confirming it; seeing it from my account too
Iris van Rooij: Is there something in the water this week? It seems like the "AI" stans are more upset than usual at the thought that their chatbot idols are no more than interactive fiction and a large dollop of …
Open the full discussion →
Established Culture, work & education Resource 9d ago
⚡ 33 h early
critical AI literacies summer school

Summer School: Critical AI Literacies for Resisting and Reclaiming

2 experts are actively discussing the implications.

3 experts 1 community 1 sources clustered

“Thank you so much for sharing @dim-ah.bsky.social It was such a pleasure and privilege to have you at our Critical AI Literacy Summer School, and so grateful you are spreading the knowledge 🙏❤️☀️ irisvanrooijcogsci.com/2026/02/18/s...”

2 experts discussed this · 13 posts
Iris van Rooij: ☀️ 📚 A joy to be at this week’s Summer School ‘Critical AI Literacies for Resisting and Reclaiming’. Grateful to our amazing and brilliant team 🙏 @marentierra.bsky.social, @olivia.science, @altibel…
Olivia Guest: Wish I could have been there but still in bed 🥲
Iris van Rooij: 💔💜
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Established AI field signal Resource 5d ago
AHM math recommendations resource

Recommendations — AHM

3 experts across 2 network communities independently surfaced this.

3 experts 2 communities 1 sources clustered

“Those are things that have long been broken about conference reviewing. I don’t think the answer (yet) is to universally force AI into part of the review process: www.ahmath.org/recommendati...”

2 experts discussed this · 9 posts
Jason Hartline: AI review policies seem to be written to prevent laziness, with little recognition that AI can enhance the way reviewers evaluate the paper including (a) checking appendix proofs, (b) detailed comp…
Jason Hartline: None of the things listed above are things that we can do when reviewing conference papers without AI. And I don't really want to review papers anymore without doing these things. Of course, the pr…
Jason Hartline: bsky.app/profile/jaso...
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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

“"Capacities are not tasks" -- van Rooij & Guest (2026) journals.sagepub.com/doi/10.1177/...”

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 field signal Signal 18d ago
⚡ 1009 h early

mdpi.com

3 experts are actively discussing the implications.

2 experts 1 community 1 sources clustered

“🍃 What happens when these ideas radiate outwards from cognitive science? What Does ‘Human-Centred AI’ Mean? doi.org/10.3390/bs16... Understanding Artificial Neural Networks: Mysterianism about Known Mechanism is Mysticism doi.org/10.5281/zeno...”

3 experts discussed this · 6 posts
Mary Branscombe: I don't find the "AI tools train you to rely on them" thing very compelling, like yeah, that's how good tools work. It sucks when someone takes away your phillips screwdriver or your autocomplete I…
Mary Branscombe: the magnetic plate in the box the screwdriver lives in needs to come with a hand that grabs the screwdriver, the spare bit and the screw and places them on the plate when I forget
alanau.bsky.social: I think maybe the difference is that we aren't using AI to do anything we couldn't do just fine without it. Maybe this is a failing of imagination, like maybe we should be trying to figure out what…
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Established Compute & infrastructure Development 6d ago
⚡ 81 h early
data centers taken to court podcast

- YouTube

2 experts are actively discussing the implications.

3 experts 1 community 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.

“☀️ 📚 Day 1 of the Summer School, we had the inspiring and thought-provoking keynote by @olivia.science, titled: “What is AI, and why is it harmful?” You can watch it here 🎬 🍿 www.youtube.com/watch?v=pi85... 2/🧵”

Opportunity & adoption

1 expert

New capabilities, benefits and practical upside.

“maybe some useful points on this terminological issue here: www.youtube.com/watch?v=pi85...”

Questions & unknowns

1 expert

What remains unresolved or contested.

“For those who are unable to attend, you can find a version of Olivia’s talk here: www.youtube.com/watch?v=pi85...”

2 experts discussed this · 5 posts
Dr Keith Wilson 🏳️‍🌈: Excited to hear @olivia.science’s research on what #AI is and why it is harmful at today’s @adaptcentre.bsky.social webinar. (Happening now!) #PhilAI #CogSci
Dr Keith Wilson 🏳️‍🌈: For those who are unable to attend, you can find a version of Olivia’s talk here: www.youtube.com/watch?v=pi85...
Olivia Guest: oh you already found it! thank youu 🩵
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Established AI field signal Resource 7d ago
⚡ 236 h early
OSF open science framework platform

OSF

5 experts across 2 network communities independently surfaced this.

5 experts 2 communities 1 sources clustered

“Erscoi, L., Kleinherenbrink, A., & Guest, O. (2023). Pygmalion Displacement: When Humanising AI Dehumanises Women. SocArXiv. doi.org/10.31235/osf...”

“We also make the case that the Turing test, the imitation game (see "Interlude: Can women think?" in doi.org/10.31235/osf...) rhetorically helps to form the founding historical example of Pygmalion displacement: when women computers were replaced by digital…”

2 experts discussed this · 2 posts
Olivia Guest: Ignoring this crucial distinction is BTW at the root of many instances of xenophobia/racism. People often assume that "defective" output (i. e. non-native register) equals a lack of cognitive capac…
Olivia Guest: I have lots on this angle of you're interested 🫶🏼 Sexism: doi.org/10.31235/osf... Racism: doi.org/10.48550/arX... Also... bsky.app/profile/oliv... and more but I'll not overwhelm you needlessly!
Iris van Rooij: Also here bsky.app/profile/iris...
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Established Culture, work & education Research 12d ago
⚡ 682 h early
tech industry hijacks AI ethics research agenda

The tech industry hijacking of the AI ethics research agenda and why we should reclaim it - Discover Artificial Intelligence

2 experts are actively discussing the implications.

2 experts 1 community 1 sources clustered

“I don't understand why they are not more worried and working on this either! Gerdes, A. The tech industry hijacking of the AI ethics research agenda and why we should reclaim it. Discov Artif Intell 2, 25 (2022). doi.org/10.1007/s441...”

2 experts discussed this · 5 posts
Iris van Rooij: not that the other philosophies of ethics are any better lost trust in ethics
Olivia Guest: not that the other philosophies of ethics are any better lost trust in ethics
Olivia Guest: I think it's a huge problem for the context Iris is talking about Gerdes, A. The tech industry hijacking of the AI ethics research agenda and why we should reclaim it. Discov Artif Intell 2, 25 (20…
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What experts are discussing without an anchoring article

3 experts · 27 posts · 13d ago
Multiple readings Concern & critique · 1 Research & technical analysis · 1
Anthony Moser: This is unsurprising because ai generated code *is* ai generated text. Code is text. People think code is different because you can test to see if it runs. But that just tells you if it runs (or pa…
Anthony Moser: Whether the program makes sense is about the relationship of the program to the larger world, the human processes in which it is embedded It is, by definition, external to the program. That's what …
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2 experts · 6 posts · 16d ago
Iris van Rooij: 3️⃣ & 4️⃣ have become very urgent very quickly. Also see @benpatrickwill.bsky.social's. Among @etuce.eurosky.social's members there are many worries, but we also need to prioritise due to limited r…
Iris van Rooij: Would be good if the unions can act because the situation is getting dire bsky.app/profile/iris...
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