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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Research & technical analysis Building & implementation Concern & critique Markets & investment
6 live reaction maps in this view Jump to the evidence ↓
Multiple readings OpenAI’s latest math breakthroughs commit research misconduct, experts say Research & technical analysis · 2 attributable reactions Reaction converging Research acceleration view inside openai Research & technical analysis · 4 attributable reactions Reaction converging Models Don't Go Rogue Concern & critique · 3 attributable reactions +3 more reaction maps further down
Showing signals surfaced by René Walter ×
New & accelerating

What is moving across the network now

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

New Models & releases Development 18h ago
OpenAI math research misconduct allegations

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

7 experts across 5 network communities independently surfaced this.

7 experts 5 communities 1 sources clustered
Emily M. Bender Timnit Gebru joao Olivia Guest Eileen Clancy 🧿 Tommy Löfstedt René Walter
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.

“How many of you saw that we solved math thing from OpenAI and how many of you saw this article? Given that alleged plagiarism seems to be on the news these days, what about a real one? https://t.co/yxsbD2MHR2”

6 experts discussed this · 41 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.
Open the full discussion →
Primary source scientificamerican.com ↗
New Models & releases Research 12h 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
René Walter

“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.”

Primary source arxiv.org ↗
Developing Models & releases Signal 1d ago

Research acceleration view inside openai

7 experts across 4 network communities independently surfaced this.

7 experts 4 communities 1 sources clustered
Ramon Astudillo Tim Kellogg Sung Kim Boris Power Dare Obasanjo Andrew Curran René Walter
Primary source openai.com ↗
Developing Safety & security Analysis 2d 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
Timnit Gebru Eryk Salvaggio Luke Stark Shannon Mattern Mél Hogan / The Data Fix Benjamin Riley Elke Schwarz René Walter
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.
Open the full discussion →
Primary source mail.cyberneticforests.com ↗
Established Agents & robotics Development 3d 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
Tim Kellogg Ryan Moulton Sung Kim Grace Mél Hogan / The Data Fix Alejandra Caraballo Liz Fong-Jones (方禮真) Fran Litterio +2
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 …
Open the full discussion →
Primary source metr.org ↗
Established Models & releases Research 5d 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
Ethan Mollick Grace René Walter Tim Duffy Amy Hoy Michiel Bontenbal Stephan Geering david-p-reichert.bsky.social
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…
Open the full discussion →
Primary source anthropic.com ↗
Established Models & releases Research 3d 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
Ethan Mollick Tim Kellogg SE Gyges Fran Litterio René Walter
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...”

Primary source anthropic.com ↗
Established AI field signal Resource 5d 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
John David Pressman René Walter

“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”

Primary source snickers.com ↗
Debates gaining attention

What experts are discussing without an anchoring article

12 experts · 109 posts · 9h ago
Marc Lanctot Olivia Guest Sarah T Roberts, PhD Pwnallthethings Mike Caulfield Colin Adam Wiemerslage rev. howard arson
Multiple readings Questions & unknowns · 3 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…
Open the thread →
3 experts · 23 posts · 10h ago
Benjamin Riley Colin René Walter
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…
Open the thread →
3 experts · 6 posts · 12h ago
Mike Caulfield Mary Branscombe René Walter
Mike Caulfield: The one comment I'll make is when everybody gets to choose the worst proponents of ideas to argue with everybody gets to be right and vindicated. And one problem is the worst proponents of the idea…
Mike Caulfield: I know a lot of people who are quite bullish on AI but I have never in my life met a single person (even in an online way) that sees a single thing that Altman or Huang says as anything other than …
Open the thread →
2 experts · 13 posts · 9h ago
Pwnallthethings René Walter
René Walter: What is the difference between "reasoning" and "reasoning-mimicry"? I'm not sure if that difference exists in a thing that sends language objects back and forth.
René Walter: roon on the other site recently wrote that it's not clear how useful the non-anthropomorphical way to describe LLMs is if the behavior LLMs show is itself anthropomorphic. How useful, or harmful, i…
Open the thread →