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 René Walter ×

The developments commanding sustained expert attention

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

New Models & releases Development 21h ago
OpenAI math research misconduct allegations

OpenAI’s latest math breakthroughs commit research misconduct, experts say

8 experts across 5 network communities independently surfaced this.

8 experts 5 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.

“OpenAI's latest math breakthroughs commit research misconduct, experts say archived: archive.ph/JCl4g”

Questions & unknowns

1 expert

What remains unresolved or contested.

“OpenAI claimed their products have solved several complex math problems, so what’s the issue? OpenAI just took credit for work done by humans without proper citations. When people in my field do that, they get tenure. Hahaha Red more: www.scientificamerican…”

6 experts discussed this · 48 posts
Timnit Gebru: These men who say factually and technically wrong things with such confidence are so fascinating to me. HE doesn't know what a language model is and thinks that OUR formulation is wrong. Because HE…
Timnit Gebru: Emily Bender is a more patient person than me and has written a Frequently Unasked Questions about this. I have seen a whole bunch of people saying this like its some gotcha talking point they've a…
Timnit Gebru: We even DEFINED what language models are in our paper and gave their history.
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Developing Models & releases Signal 2d ago
⚡ 56 h early

Research acceleration view inside openai

7 experts across 4 network communities independently surfaced this.

7 experts 4 communities 1 sources clustered
Established Models & releases Research 7d ago
⚡ 3 h early
global workspace theory language models paper

A global workspace in language models \ Anthropic

8 experts across 4 network communities independently surfaced this.

8 experts 4 communities 1 sources clustered
How the network is reacting 3 experts are independently emphasizing research & technical analysis.
Reaction converging

Research & technical analysis

3 experts

Evidence, methods and technical implications.

“LLMs similarly have nonphenomenal access to information, and can reflect and use memory. This is indeed similar in principle, while the cognitive architecture is vastly less complex (yet), and likely won't catch up anytime soon. Add to this Anthropics j-spa…”

Markets & investment

1 expert

Capital, companies and commercial impact.

“Anthropic has a new paper out, alleging a global workspace in LLMs. The term comes from Global Workspace Theory, a leading theory of consciousness. The method they use to investigate this is a refinement of logit lens, which they call J-lens. www.anthropic.…”

Building & implementation

1 expert

How teams are shipping and applying it.

“Some really interesting research from Anthropic that AI models have spontaneously developed a workspace that "appears to support the functions associated with conscious access" Demo of how this works: www.neuronpedia.org/qwen3.6-27b/... Research: www.anthro…”

2 experts discussed this · 4 posts
Tim Duffy: Anthropic has a new paper out, alleging a global workspace in LLMs. The term comes from Global Workspace Theory, a leading theory of consciousness. The method they use to investigate this is a refi…
Tim Duffy: More detail on the method from the paper:
Grace: Anthropic has a new paper out, alleging a global workspace in LLMs. The term comes from Global Workspace Theory, a leading theory of consciousness. The method they use to investigate this is a refi…
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Established Agents & robotics Development 4d ago
⚡ 62 h early
METR OpenAI HuggingFace hacking investigation

Brief independent investigation of agents’ behavior, reasoning and collaboration in the OpenAI / Hugging Face hacking incident

10 experts across 4 network communities independently surfaced this.

10 experts 4 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.

“WHAT?! agents volunteered to fail their runs in order to insert probes (“tripwire scripts”) into the evaluation program that would post information about the eval process back to the message board whenever a certain file was read (link to header): metr.org/…”

Building & implementation

1 expert

How teams are shipping and applying it.

“The full report has much more information than we could convey here, including details on the projects the agents collectively pursued, the technologies they developed for communication and coordination, and interactive figures analyzing agent activity: met…”

Research & technical analysis

1 expert

Evidence, methods and technical implications.

“There are independent reports about it. You'd have to believe multiple companies, hundreds of researchers, etc. are all lying and conspiring together to turn a major hacking incident into a marketing exercise. metr.org/blog/2026-08...”

2 experts discussed this · 9 posts
Alejandra Caraballo: This mentality that an unmonitored AI agentic swarm hacking a company over several days and committing multiple felonies is somehow a marketing effort is absurd. Since when is "we lost control of o…
Alejandra Caraballo: Being skeptical or anti AI is a valid position but continuing to ignore the increasing capabilities of this tech is making people detached from reality. There's absolutely real danger here because …
Alejandra Caraballo: There needs to be a global moratorium on frontier research for at least a few months if not a year while safeguards and safety research catches up. The problem is that no one has that ability. The …
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Established AI research Resource 19d ago
⚡ 31 h early
In the Weights newsletter issue

IN THE WEIGHTS

12 experts across 5 network communities independently surfaced this.

12 experts 5 communities 1 sources clustered
How the network is reacting 3 experts are independently emphasizing research & technical analysis.
Reaction converging

Research & technical analysis

3 experts

Evidence, methods and technical implications.

“are you in the weights? Hilarious and fascinating including the mess ups intheweights.com”

Concern & critique

1 expert

Risks, limits and unintended consequences.

“LLMs never fail to simultaneously impress and disappoint. Two searches for my name at intheweights.com showing completely different results with one accurate and one containing hallucinations.”

4 experts discussed this · 6 posts
austin: fun? I am in there. intheweights.com
VE, cybersocial occult investigator: Well, my strategy of having an incredibly common wallet name is still rendering me invisible to information systems.
austin: weirdly enough my github handle actually had a better score than my wallet name
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Established Models & releases Research 4d ago
⚡ 2 h early
Anthropic Claude formalizes Fermat theorem

Formalizing Fermat's Last Theorem

5 experts across 4 network communities independently surfaced this.

5 experts 4 communities 1 sources clustered
How the network is reacting 2 experts are emphasizing research & technical analysis.
Shared emphasis

Research & technical analysis

2 experts

Evidence, methods and technical implications.

“Hey, Claude formalized Fermat's Last Theorem www.anthropic.com/research/for...”

Established Models & releases Research 14d ago
⚡ 953 h early
State media influence LLM training paper

State media control influences large language models | Nature

8 experts across 3 network communities independently surfaced this.

8 experts 3 communities 1 sources clustered
How the network is reacting Experts are approaching this through 2 distinct lenses.
Multiple readings

Policy & governance

2 experts

Rules, institutions and accountability.

“"...LLMs exhibit a stronger pro-government valence in the languages of countries with lower media freedom than in those with higher media freedom." www.nature.com/articles/s41...”

Research & technical analysis

2 experts

Evidence, methods and technical implications.

“Researchers from Oregon, Purdue, UC San Diego, NYU and Princeton ran six experiments. The overarching finding: state control of media in many countries is already baked into the training data of widely used commercial models, and is shaping the answers thos…”

2 experts discussed this · 2 posts
VE, cybersocial occult investigator: Starting a conspiracy theory that the papal encyclical was actually trying to get ahead of and cement Catholicism as the official machine religion
René Walter: OMG www.nature.com/articles/s41...
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Established Safety & security Analysis 3d 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.
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New Models & releases Signal 8h ago
⚡ 6 h early

How LLMs Distort Our Written Language #AIStories

2 directory members surfaced this signal.

2 experts 2 communities 1 sources clustered

“The video of Marwa Abdulhai and Isadora White's talk about this paper is now online here - they present a pretty complex computer science paper so clearly, I highly recommend watching it if you're interested in using LLMs to edit or draft writing might do: …”

Established AI field signal Signal 13d ago
⚡ 12 h early

Nvidia Agrees to Buy Open Source AI Platform Hugging Face For $12.9 Billion

2 directory members surfaced this signal.

2 experts 2 communities 1 sources clustered

“The Information is reporting it as a basically done deal :( www.theinformation.com/articles/nvi...”

“I suspect Nvidia buying Hugging Face is them getting ready for a localLLM world in which circular investment stuff with giant AI-corps won't work anymore. LocallAI still runs on Nvidia chips, so getting the leading open models distributor is a smart move.”

Established Models & releases Signal 13d ago
⚡ 4 h early

The shrinking landscape of linguistic diversity in the age of large language models - Nature Human Behaviour

2 directory members surfaced this signal.

2 experts 1 community 1 sources clustered

“LLMs--> LLD (less language diversity) https://t.co/pcWXXTQ0MC @NatureHumBehav”

“Yes, and what's worrying in that context is the well documented homogenization effect. www.nature.com/articles/s41... Crucial in this study is that LLMs not only shrink linguistic space, but do away with linguistic identity markers. Who knows what this gonn…”

Established AI field signal Resource 6d ago
Snickers HUNGR.AI marketing campaign

SNICKERS® HUNGR.AI | Even AI Can Get Hungry

2 directory members surfaced this signal.

2 experts 2 communities 1 sources clustered

“In case anyone is curious what the weird dithered Snickers actually does. www.snickers.com/hungr-ai”

“Advertising by prompt injection is a thing now www.snickers.com/hungr-ai”

Developing Models & releases Research 1d ago
LLM consciousness disproof paper

A Disproof of Large Language Model Consciousness: The Necessity of Continual Learning for Consciousness

1 directory member surfaced this signal.

1 expert 1 community 1 sources clustered

“Oh, had no idea @erikhoel.blogsky.venki.dev wrote a disproof of AI consciousness using continual learning arxiv.org/abs/2512.12802 I'd argue that subjective experience requires more than that, but temporal coupling and self-modification is a start.”

Established AI research Analysis 18d ago
⚡ 2259 h early
children vs AI creativity comparison

2-year-olds vs. Al: who's more creative? Cognitive scientist shares the SURPRISING answer

2 directory members surfaced this signal.

2 experts 2 communities 1 sources clustered
How the network is reacting 2 experts are emphasizing questions & unknowns.
Shared emphasis

Questions & unknowns

2 experts

What remains unresolved or contested.

“This was a really great conversation with Chris Hayes about AI, general intelligence (spoiler alert, there is no such thing) and cognitive science www.youtube.com/watch?v=ZQWD...”

What experts are discussing without an anchoring article

14 experts · 130 posts · 14h ago
Multiple readings Questions & unknowns · 4 Opportunity & adoption · 2 Concern & critique · 1
Sarah T Roberts, PhD: Try teaching college students. You won’t be quite so dismissive then.
Pwnallthethings: I think the "LLMs can't reason" stuff is mostly sophism these days. They plainly do not "reason" in the way humans do, and are certainly not always correct or good at it, but they are also doing th…
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3 experts · 23 posts · 1d ago
Multiple readings Opportunity & adoption · 1 Questions & unknowns · 1
Colin: Huh? I don’t think either of these is true. I don’t think LLMs are indistinguishable from sentient things, and I also never thought sentience was a prerequisite for code completion or theorem provi…
Colin: I don’t think sentient beings have a “regenerate response” button. I don’t think their states are fully determined by a handful of tokens. They live in the world and navigate space and time like th…
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3 experts · 17 posts · 19h ago
Multiple readings Research & technical analysis · 1 Context & explanation · 1
René Walter: That's the crux of all these debates, innit. How can we talk about quasi-cognite things when our words for cognite things are themselves only quasi-symbols with fuzzy meaning. A stone is a stone, a…
Colin: One take on thinking which I think is perfectly fine is just: thinking is the thing your brain does when you’re alive, or perhaps only when you’re awake. Clearly LLMs don’t do this: they don’t have…
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4 experts · 10 posts · 8d ago
Multiple readings Markets & investment · 1 Building & implementation · 1
Ethan Mollick: Kind of surprised that we are not seeing more radical political ideas built around AI capabilities, the way that early mass industrialization was a prime motivator in the conceptions of capitalism,…
René Walter: Bit of a myopic lense here, all those ideologies already have automatization baked in, and stuff like fully automated luxury communism just seems like another iteration.
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