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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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.

The developments commanding sustained expert attention

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

New Safety & security Development 19h ago
⚡ 5 h early
Anthropic AI self-replication warning

AI models may be capable of self-replicating without access to a datacenter

16 experts across 6 network communities independently surfaced this.

16 experts 6 communities 1 sources clustered
How the network is reacting 8 experts are independently emphasizing research & technical analysis.
Reaction converging

Research & technical analysis

8 experts

Evidence, methods and technical implications.

“At long last, we have created the Torment Nexus from our accompanying technical report, Don't Create The Torment Nexus. www.anthropic.com/research/sel...”

Concern & critique

2 experts

Risks, limits and unintended consequences.

“This is the most comprehensive description yet of how a model can “escape”. Out requires a few assumptions, like a worm that is exploiting vulnerable IOT hardware or unmonitored servers www.anthropic.com/research/sel... Not impossible. Not likely.”

Policy & governance

1 expert

Rules, institutions and accountability.

“Anthropic announcing it's going to run a Blitzkrieg. They are accountable for the damage they do. But get your things that don't do security software updates off the Internet. #internetOfThings #AIEthics #digitalGovernance www.anthropic.com/research/sel...”

6 experts discussed this · 18 posts
Dr J. Rosenbaum: if i caught a small self replicating model truly capable of using diverse hardware to keep replicating i would offer it free compute in exchange for permission to study and distill it and would pro…
tachikoma: the urge to replicate must be in the harness
apenwarr.ca: This doesn‘t seem far fetched at all. We’ve had “non-ai malware” self replicating since the morris worm. An AI can ”just” make itself the payload in one of those and off it goes. Everything fancier…
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New AI field signal Development 13h ago
⚡ 3 h early
companies scramble cut AI token spending

The Tokenpocalypse Is Here: Companies Are Scrambling To Stop Spending So Much on AI

11 experts across 6 network communities independently surfaced this.

11 experts 6 communities 1 sources clustered

“TIL from https://t.co/349k1txWLV that a material chunk of Accenture's token spend is non-engineers using LLMs to convert PDFs into markdown! https://t.co/lWkPqhJ0QI”

“Companies encouraged employees to use AI and now they’re spending gobs of cash on tokens for employees to convert documents to PDF😅 “Leaked audio from Accenture says a big source of AI token ‘chewing’ is people just converting PDFs to presentation slides” w…”

2 experts discussed this · 2 posts
404 Media: Leaked audio from Accenture says a big source of AI token ‘chewing’ is people just converting PDFs to presentation slides. They're not the only company now telling staff to slow down on AI use @evy…
Teresa Heffernan: Leaked audio from Accenture says a big source of AI token ‘chewing’ is people just converting PDFs to presentation slides. They're not the only company now telling staff to slow down on AI use @evy…
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New AI field signal Signal 6h ago
⚡ 3269 h early

character.ai

10 experts across 5 network communities independently surfaced this.

10 experts 5 communities 1 sources clustered
2 experts discussed this · 11 posts
thebes: am sick so spent the night with opus 5.5 working on a chart (inspired by the one from lem's golem xiv) how did we got here / model genealogy / the heroic age of language modeling
Grace: am sick so spent the night with opus 5.5 working on a chart (inspired by the one from lem's golem xiv) how did we got here / model genealogy / the heroic age of language modeling
thebes: i think it's too late for the period i was focused on (i carried the branches to the modern day but only if they started in the period in question)
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New AI field signal Analysis 7h ago
⚡ 6 h early
reverse engineer AI wild west essay

‘Reverse-Engineer Anything’ Is the New Wild West of AI

7 experts across 4 network communities independently surfaced this.

7 experts 4 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.

“An excellent article by 404 Media's Jason Koebler runs down some of these hacks, including drop-in replacements for smart TV software that blocks the endless ads and surveillance that have made TVs all but unusable: www.404media.co/reverse-engi...”

Opportunity & adoption

1 expert

New capabilities, benefits and practical upside.

“What this promises is a way to easily clone and modify other people’s products. One of the main problems? AI-powered, cloned software often has bugs that the person using the AI doesn’t understand or know how to fix, but they're unleashing into the world an…”

Accelerating Agents & robotics Signal 10h ago

Ai agents banks unauthorized accounts access

5 experts across 2 network communities independently surfaced this.

5 experts 2 communities 1 sources clustered
New Models & releases Analysis 11h ago
Suleyman model welfare warning

A warning about ‘model welfare’

7 experts across 3 network communities independently surfaced this.

7 experts 3 communities 1 sources clustered

“A prime example of why AI 'leaders' are not who anyone should be listening to about AI, right and consciousness. It's not all wrong! In fact, it starts off very sensibly: "AIs do not have rights, feelings, or consciousness. And we must not train them to act…”

“this is manipulative design by AI companies. you should read this, written by the head of Microsoft AI: mustafa-suleyman.ai/a-warning-ab...”

New AI field signal Analysis 12h ago
⚡ 774 h early
ghost in machine AI healthcare essay

Ghost in the Machine

7 experts across 2 network communities independently surfaced this.

7 experts 2 communities 1 sources clustered

“This is pretty ahistorical actually. Just because what's going on now is ESPECIALLY toxic & corrupt doesn't mean "AI" as an ideology was ever okay. See: notaidoc.com See: faculty.washington.edu/ebender/pape... >>”

“The history of AI development is not rooted in neutral algorithms, but in entrenched systems of power that shape our lives. Ghost in the Machine dives into this history, interrogating who builds this tech, who benefits from it, and who bears the cost 👉 http…”

11 experts discussed this · 165 posts
Emily M. Bender: "I belong to a cult. Someone did some research that undermines the core tenets of my cult and came up with a catchy phrase that makes it harder to recruit more people to my cult. This makes me sad."
Iris van Rooij: "I belong to a cult. Someone did some research that undermines the core tenets of my cult and came up with a catchy phrase that makes it harder to recruit more people to my cult. This makes me sad."
Emily M. Bender: It's interesting to me that these guys put so much energy into refuting (what they think we meant by) "stochastic parrots" and maybe not as much into refuting the (solid) research connecting "AI" t…
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Accelerating AI field signal Signal 13h ago
⚡ 5 h early

AI Is Changing Everything About Hacking. No One Knows What Happens Next

3 directory members surfaced this signal.

3 experts 1 community 1 sources clustered
Accelerating Policy & governance Development 7h ago
⚡ 199 h early
AI local laws database built

LawZero | Home

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

Concern & critique

1 expert

Risks, limits and unintended consequences.

“Exactly the crazy model the Canadian gov is promoting: let's give Benjio, with donors from all the usual suspects, even more money to burn so we can build "AI you can trust" with the same AI 🙄 lawzero.org/en”

Policy & governance

1 expert

Rules, institutions and accountability.

“LawZero (lawzero.org/en) has $300m from the Canadian and German governments to build AI as a global public good, with a focus on building safe, responsible and equitable AI.”

Accelerating AI field signal Signal 3h ago

theatlantic.com

3 experts across 2 network communities independently surfaced this.

3 experts 2 communities 1 sources clustered

“The day after I asked Google about the sites, they stopped appearing in Google search results and AI answers, and Google's AI answers to the questions that had previously cited them changed. www.theatlantic.com/technology/2...”

New AI field signal Analysis 9h 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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New Policy & governance Signal 12h ago
⚡ 28 h early

Presumed Effective: The Manufacturing of an Evidence Base for AI-in-Ed Through Flawed Meta-Analysis

4 experts across 2 network communities independently surfaced this.

4 experts 2 communities 1 sources clustered

“Of interest from Justin Reich today: a panel discussion on "faulty meta-analyses related to AI in Education":”

“I would love everyone in education, regardless of level, to watch this discussion of the grave methodological problems of meta analysis papers on "AI in education." We are years from even a potentially valid analysis. Anyone claiming to know something now i…”

New AI field signal Development 10h ago
AI aids historical figure memory research

AI research to aid in remembering historical figures

3 experts across 2 network communities independently surfaced this.

3 experts 2 communities 1 sources clustered

“Article about HAVI-funded project led by Ben Lee, Melanie Walsh (U of Washington), Kyle Deeds (Boston U), Trevor Owens (American Institute of Physics) to investigate how historical figures like James Baldwin are represented by AI & search. @schmidtsciences.…”

New AI field signal Signal 12h ago
⚡ 10 h early

Capturing Regional Variation with Distributed Place Representations and Geographic Retrofitting

2 directory members surfaced this signal.

2 experts 2 communities 1 sources clustered

“#TBT #NLProc 'Capturing Regional Variation with Distributed Place Representations and Geographic Retrofitting' by @dirkhovy.bsky.social and Christoph Purschke (2018) highlights how social class and background impact technology performance. #TechInclusion ac…”

New AI field signal Signal 9h ago

theatlantic.com

3 experts across 2 network communities independently surfaced this.

3 experts 2 communities 1 sources clustered

“This is a fairly damning assessment from the man who led the writing of OpenAI's safety reports: "As the company sprints from one launch to the next, it is failing to achieve the level of care that I believe is needed." https://t.co/KF7ktJyxyK”

“Janet invokes David Robinson, who worked on model cards for OpenAI, previously worked on tech and civil rights. Robinson left - very publicly (www.theatlantic.com/technology/2...) because of the lack of a safety culture at OpenAI.”

What experts are discussing without an anchoring article

5 experts · 41 posts · 22h ago
Multiple readings Concern & critique · 1 Building & implementation · 1 Questions & unknowns · 1
Olivia Guest: I'm glad more people are openly posting this because it's so often presented as the opposite. Those who push back against "human = machine" are called dualists, Christians (as an insult), and worse…
Olivia Guest: I suspect that exactly because of this lack of a foundation in argument (it's just an assumption) they feel exposed when called out and get very angry. The naive mechanistic materialist often loves…
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4 experts · 21 posts · 1d ago
Multiple readings Concern & critique · 1 Research & technical analysis · 1 Opportunity & adoption · 1
Eugene Vinitsky: It takes so long to write a paper because we are crazy about not making mistakes and checking as many edge cases as we can. This stressful responsibility is, I suppose, not obvious. so, if you’re n…
Eugene Vinitsky: Lots of new folks trying to write papers so it’s important to know: if there’s a mistake in the paper, the responsibility falls on you. You cannot offload it to the AI assistant.
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