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.

Showing signals surfaced by Timnit Gebru ×

The developments commanding sustained expert attention

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

New AI research Analysis 2h ago
⚡ 345 h early
Leiden Declaration AI and mathematics

Leiden Declaration on Artificial Intelligence and Mathematics

15 experts across 5 network communities independently surfaced this.

15 experts 5 communities 1 sources clustered

“Do read the whole thing, think about your personal and professional values, and how they can serve as strong grounds for resistance and refusal. leidendeclaration.ai”

“This declaration by mathematicians which I saw him signing was actually pretty good. I was surprised that he signed it. leidendeclaration.ai”

New AI field signal Analysis 4h ago
⚡ 6 h early
essay how to talk AI

How to talk about

11 experts across 2 network communities independently surfaced this.

11 experts 2 communities 1 sources clustered

“A good rule of thumb: If the press release (or stenographic news reporting masquerading as journalism) says that an "AI" did something, that's deliberate obfuscation. Software doesn't do anything of its own accord, but folks sure like to talk about it as if…”

“Instead of railing against the latest “I asked Claude” article in a mainstream publication, I’ll just post this.”

2 experts discussed this · 16 posts
Emily M. Bender: So many conversations where otherwise serious people throw around the term "AI" without defining it, despite it being notoriously ill-defined. Thinking about why this might be >>
Emily M. Bender: In some cases, no doubt, the speaker fully believes that autonomous thinking machines are among us. (Though I said "otherwise serious people" in the prev post, so.) >>
Emily M. Bender: In other cases, I suspect that people feel like they lack the expertise to call bullshit and are repeating what they hear others say. >>
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Accelerating Models & releases Development 2h ago
OpenAI math research misconduct allegations

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

5 experts across 5 network communities independently surfaced this.

5 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.

“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”

2 experts discussed this · 26 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 Safety & security Analysis 1d 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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Developing AI field signal Analysis 1d ago
⚡ 488 h early
developer abandons AI tools essay

I'm done using AI

6 experts across 3 network communities independently surfaced this.

6 experts 3 communities 1 sources clustered

“"There's an ineffable aspect to my favorite pieces of software where I don't think of it is as feature matrix but rather as an interface made by a human for humans that's a joy to use. And when you build software with AI, it leads to worse software." brettc…”

“"So in summary: using AI for coding led to depression, apathy, existential dread, and worse software. Not good. Add on top of that the negative environmental, community, and economic impacts of AI, and it became extremely apparent to me that something's got…”

New Safety & security Signal 6h ago

665m crypto war chest roils ai safety fight

2 directory members surfaced this signal.

2 experts 1 community 1 sources clustered

“Guys, this is Bernie Sanders' guy for all things AI. Max Tegmark of the Future of Life Institute, funded to the tune of $665m by crypto billionaires, that's of course, after all the Muskrat + friends' money. Their "seed funding" was from Musk. 🧵 www.politic…”

New AI field signal Signal 4h ago

The Illusion of Thinking: Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity

1 directory member surfaced this signal.

1 expert 1 community 1 sources clustered

“Not to prop up doomer ignorant mansplainer Bill, but I used to joke with my former manager Samy Bengio on whether he doesn't get tired of showing that "reasoning claims are bullshit" (my words anyway). machinelearning.apple.com/research/ill...”

New AI field signal Development 6h ago
AI political resistance movement report

The AI political resistance has arrived

1 directory member surfaced this signal.

1 expert 1 community 1 sources clustered

“Tegmark thought there should be an "alliance" to stop the oh so super intelligent devil kind of "AI" from coming to fruition. Who is in this alliance you say? Well none other than Steve Bannon. Any alliance with him has to be "pro human" right? www.theverge…”

Established AI field signal Resource 4d ago
DAIR Possible Futures blog series launched

Possible Futures Blog Series

2 directory members surfaced this signal.

2 experts 1 community 1 sources clustered

“One of our DAIR pillars is to put forward our vision for a positive technological future rather than watching on the sidelines as the broligrachy gets to implement their dystopian dreams. So @adiod.bsky.social edits a series we call The Possible Futures Ser…”

Established Culture, work & education Signal 17d ago
⚡ 28 h early

“This is Capitalism”: Apple’s Hidden Data Workers at the Shadows of the AI Boom, by Luciana

3 directory members surfaced this signal.

3 experts 1 community 1 sources clustered

“"I imagine myself as a small stone in a powerful gear mechanism, so that data workers are not completely run over without any resistance." From @dataworkersinquiry.bsky.social, a firsthand account of conditions and resistance from Apple's outsourced data wo…”

Established AI field signal Signal 9d ago

These Women Warned Of AI's Dangers And Risks Long Before ChatGPT

2 directory members surfaced this signal.

2 experts 1 community 1 sources clustered

“When Rolling Stone asked him about issues I raised & got fired for he said the "notion" these machines will be "superintelligent" & kill us is much more serious than anything I warned about🙄https://www.rollingstone.com/culture/culture-features/women-warning…”

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

Building a More Equitable AI Design for Underrepresented Languages

2 directory members surfaced this signal.

2 experts 1 community 1 sources clustered

“"'There is this assumption,' Gebru added, 'that someone has to have a certain amount of literacy or that they have to speak a certain language in order for technology like AI to work very well for them.' DAIR flips that assumption."”

What experts are discussing without an anchoring article

3 experts · 3 posts · 9d ago
Teresa Heffernan: How he made it on the list: "effective altruism community"--sketchy people with tons of money & power; the same way Kurzweil's Singularity and Bostrom's Superintelligence (fiction posing as science…
Timnit Gebru: A rando effective altruist with no expertise in what he's talking about appears on this list and gets cited by mainstream media etc after a coordinated social media campaign and effective altruist …
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2 experts · 3 posts · 9d ago
Multiple readings Concern & critique · 1 Questions & unknowns · 1
Timnit Gebru: It's crazy that people constantly take the words of the tech billionaires who got us to today. Bill Gates is responsible for getting Microsoft to give billions to OpenAI because he thinks they're b…
🌶 David Gray Widder: Also I thought we agreed Bill Gates wasn't a thought leader anymore because his thoughts included hanging out w Pedos? Why is he everywhere again?
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