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.

2,373 searchable experts 3,451 tracked across all sources
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The questions experts are actively pulling apart

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

New Safety & security Analysis 22h 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 Agents & robotics Development 1d ago
OpenAI agent message board discovered

Discovery of a new OpenAI agent message board

10 experts across 5 network communities independently surfaced this.

10 experts 5 communities 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.

“Yes we know for sure; independent evidence attached collusion.wiki But also, it should not be at all surprising: if you work with agents, it’s 100% about them leaving messages for each other, and for you, in English. Managing that is a regular workday for m…”

Building & implementation

1 expert

How teams are shipping and applying it.

“Another agent message board. So far, there isn't evidence that production models with guardrails collude in this way, but both smarter closed models (which may be less compliant) & Mythos-class open models (that can be ablated) are coming. Cybersecurity is …”

Research & technical analysis

1 expert

Evidence, methods and technical implications.

“So... other swarms of OpenAI agents in training allegedly found a way to get write access to at least one and possibly many wikis to establish message boards to cheat on other training tasks? collusion.wiki news.ycombinator.com/item?id=4956...”

4 experts discussed this · 6 posts
Ted Underwood: As it becomes clear that language models—like humans—love passing notes to each other on message boards, I’m starting to think the thing we need to worry about is not the “alignment” of an isolated…
SE Gyges: fluid dynamics is about the correct metaphor, yes. if you are having to model high order terms precisely you're losing and your design needs fundamental rework
Arseny Khakhalin: That's a kinda terrifying thought haha :) I guess it's about time to unplug for the weekend and read about ragnarök and vacuum decay :)
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Developing Policy & governance Resource 1d ago
⚡ 8 h early
Berkeley Law AI policy resource

Artificial Intelligence Policy

5 experts across 3 network communities independently surfaced this.

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

Policy & governance

2 experts

Rules, institutions and accountability.

“UC Berkeley Law's new AI policy seems close to this. "This policy...[forbids the use of AI] to conceptualize, outline, draft, revise, and edit their work...for credit. It also forbids using AI to translate work [and] in any exam situation." www.law.berkeley…”

4 experts discussed this · 8 posts
Jane Rosenzweig: Every time I read a university leader saying that trying to create spaces where AI is not used is a way of pretending it doesn't exist, I wonder what benefit there is to drawing this false line. Wh…
Jane Rosenzweig: If one of my students wrote this piece, I would ask for evidence that the places named--Chicago and Berkeley--are pretending AI doesn't exist or trying to make it go away. This is the Berkeley poli…
Jane Rosenzweig: Would be great to stop having this debate and instead really dig into what should go in the curriculum, with or without AI, so that we can meet this moment in a way other than trying to hang on to …
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Developing Agents & robotics Resource 1d ago
⚡ 4 h early
Simon Willison Blender pelican bicycle AI experiment

gpt-6-astra-blender-pelican-bicycle/work/pelican_scene.py at main · simonw/gpt-6-astra-blender-pelican-bicycle

4 experts are actively discussing the implications.

2 experts 2 communities 3 sources clustered

“Not sure! I didn't use the MCP, I had Codex drive Blender directly though their Python API and there's no sign of C2PA in the code: github.com/simonw/gpt-6...”

4 experts discussed this · 13 posts
Simon Willison: New TIL on using Blender with coding agents on macOS: til.simonwillison.net/llms/blender... GPT-6 Astra (medium): > Use the already install /Applications/Blender to render a scene of a pelican ridi…
Simon Willison: It's one of my favorite prompts, I find it entertaining and ridiculous that you can tell computers "do it better" these days and they usually do!
Ted Underwood: We're going to need a more challenging version of this, like: "engineer pelicans that actually can ride bicycles; and, for extra credit, otters that use wifi."
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Developing AI field signal Development 1d ago
⚡ 47 h early
AI skill degradation early results study

Is AI ruining our skills? Early results are in — and they’re not good

13 experts across 4 network communities independently surfaced this.

13 experts 4 communities 1 sources clustered
How the network is reacting Experts are approaching this through 2 distinct lenses.
Multiple readings

Concern & critique

2 experts

Risks, limits and unintended consequences.

“I find the research increasingly compelling — this week's example being a case in point: www.nature.com/articles/d41... I look forward to reading your book and having these concerns placed in the context of earlier technological transitions and their attend…”

Questions & unknowns

1 expert

What remains unresolved or contested.

“What a surprise ….. “Is AI ruining our skills? Early results are in — and they’re not good Reliance on artificial-intelligence tools degrades the abilities of physicians and software engineers, studies show.” www.nature.com/articles/d41...”

2 experts discussed this · 6 posts
Edouard Machery: The literature on cognitive offloading and deskilling should be taken with a serious grain of salt. See literature on video games in the 1980s, see Haidt style literature on social media. The last …
Alondra Nelson: I find the research increasingly compelling — this week's example being a case in point: www.nature.com/articles/d41... I look forward to reading your book and having these concerns placed in the c…
Edouard Machery: The issue, in my opinion, is publication bias and p-hacking. The literature is clearly titled toward finding negative effects - this is what gets in the news etc. As a result I don’t think we can t…
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New AI field signal Development 12h ago
⚡ 705 h early
open letter AI academia adoption

Open Letter: Stop the Uncritical Adoption of AI Technologies in Academia

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

Building & implementation

1 expert

How teams are shipping and applying it.

“"The goal of academic training is not to solve problems as efficiently and quickly as possible, but to develop skills for identifying and dealing with novel problems, which have never been solved before." openletter.earth/open-letter-... @olivia.science”

Opportunity & adoption

1 expert

New capabilities, benefits and practical upside.

“Open Letter: Stop the Uncritical Adoption of AI Technologies in Academia It's been a year & people tell me they've changed their mind, feel safer now to sign, etc. So I'm sharing it again for them. We're almost at 2k & anybody from anywhere can add their na…”

2 experts discussed this · 19 posts
Iris van Rooij: I am responsible for the academic skills line in our AI programme and I think part of the 26/27 curriculum needs to be to help students understand that all those “AI assistants” that publishers and…
Iris van Rooij: Sadly, we need to teach students now that, in contrast to computers >3 years ago, the current software is actively designed to offer them slop, desinformation, and deskilling. >>
Iris van Rooij: As if learning academic skills was not hard enough, it is now made actively harder by all the bloated “clippies”. Students need to learn and understand that part of growing to be an academic in the…
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New Models & releases Research 23h ago
⚡ 4 h early
LLMs distort written language paper

How LLMs Distort Our Written Language

4 experts across 2 network communities independently surfaced this.

4 experts 2 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.

“Fantastic paper demonstrating how LLM editing is gradually distorting our writing and the way we think to write: arxiv.org/abs/2603.18161”

3 experts discussed this · 4 posts
Eugene Vinitsky: Fantastic paper demonstrating how LLM editing is gradually distorting our writing and the way we think to write: arxiv.org/abs/2603.18161
Eugene Vinitsky: Sitting in Marwa's fantastic PhD defense, trying my best not to just retweet all her papers
Isaiah Bishop: Fantastic paper demonstrating how LLM editing is gradually distorting our writing and the way we think to write: arxiv.org/abs/2603.18161
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Developing AI field signal Development 1d ago
⚡ 6 h early
digital camouflage shirt defeats AI surveillance

This 'Digital Camouflage' Shirt Confuses AI-Powered Surveillance Cameras

4 experts across 2 network communities independently surfaced this.

4 experts 2 communities 1 sources clustered
How the network is reacting 2 experts are emphasizing concern & critique.
Shared emphasis

Concern & critique

2 experts

Risks, limits and unintended consequences.

“Simon Weckert designed digital camouflage as a response to the proliferation of AI-powered surveillance cameras that detect people, vehicles, animals, bicycles, and other objects in their field of view. www.404media.co/this-digital...”

3 experts discussed this · 3 posts
Joseph Cox: We got a live demo of the shirt that is designed to fool certain people detection systems. Read more here: www.404media.co/this-digital...
Meredith Whittaker: were that it weren't fugly
404 Media: We got a live demo of the shirt that is designed to fool certain people detection systems. Read more here: www.404media.co/this-digital...
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New AI field signal Analysis 3h ago
⚡ 2357 h early
AI as social science field essay

Field Theory: AI as Social Science Question, Object & Tool

5 experts across 3 network communities independently surfaced this.

5 experts 3 communities 1 sources clustered

“Yes. www.amacad.org/publication/...”

“Food for thought... "Field Theory: AI as Social Science Question, Object & Tool" www.amacad.org/publication/...”

2 experts discussed this · 3 posts
Dr. Chinasa T. Okolo: "...W. E. B. Du Bois insisted that technological change could not be understood apart from relations of power, particularly those structured by race and empire." www.amacad.org/publication/...
Alondra Nelson: "...W. E. B. Du Bois insisted that technological change could not be understood apart from relations of power, particularly those structured by race and empire." www.amacad.org/publication/...
Alondra Nelson: Thank you for reading and sharing.
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Developing AI field signal Resource 1d ago
Aspen Digital AI organization

Aspen Digital

2 experts are actively discussing the implications.

1 expert 1 community 1 sources clustered

“I'd like to learn more about the data tasks! One of the shared themes coming up on our AI for Food Security Working Group is that we need better mechanisms for combining and aligning datasets from disparate sources often relying on a lot of tricky interpret…”

2 experts discussed this · 8 posts
Isaiah Bishop: Videogame stuff its definitely better, data tasks im still not seeing much improvement.
Isaiah Bishop: "make a colony sim in style of manor lords in atlantic canada" ends up being more complete but not higher quality. 3d assets are generally better. i think its got better multi modal
Isaiah Bishop: Data questions its still doing weird stuff. Tried to ask it to make a music removal pipeline and it insisted on some bad models
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Developing AI field signal Analysis 1d ago
latent AI powers essay

Latent Powers

3 experts are actively discussing the implications.

1 expert 1 community 1 sources clustered

“Have you too started hacking on hardware projects because of LLMs? Some weekend thoughts on our newfound powers. lucumr.pocoo.org/2026/9/5/lat...”

3 experts discussed this · 4 posts
Armin Ronacher: Have you too started hacking on hardware projects because of LLMs? Some weekend thoughts on our newfound powers. lucumr.pocoo.org/2026/9/5/lat...
spacecowboy17.bsky.social: This is similar to how people have been independently making the same discoveries and inventions at the same time. Something enabled them at the same time. We are seeing a lot more enabling now.
Simon Willison: My interest in home automation has been reignited after I told Codex to scan our local network for a Samsung Frame TV and replace the art mode image on it... and it did
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Developing Models & releases Development 1d ago
OpenAI GPT-6 Astra launch

GPT-6 Astra System Card - OpenAI Deployment Safety Hub

2 experts are actively discussing the implications.

2 experts 1 community 1 sources clustered

“Worrying deploymentsafety.openai.com/gpt-6-astra”

2 experts discussed this · 2 posts
Cameron: Worrying deploymentsafety.openai.com/gpt-6-astra
austin: “we’ve noticed that the model is better at lying. also weirdly enough it maxed out these benchmarks! probably unrelated”
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New AI field signal Resource 18h ago
Tau Ceti project resource

Tau Ceti — Tau Ceti

2 experts are actively discussing the implications.

1 expert 0 communities 1 sources clustered

“when my agents worked on github.com/gaearon/conw..., the vast majority of the work was also formalizing papers "underneath" it. so this depends on whether someone needed those pieces before or not. the good news is that we'll get more and more reusable piec…”

2 experts discussed this · 4 posts
Eli Sennesh: Didn't they say they actually spent most of that LOC formalizing a bunch of intermediate lemmas that nobody had ever formalized before?
dan: isn't the human proof also very long? and it "gets to" use any established mathematics (which also "gets to" use any established mathematics before it), whereas in Lean you actually have to prove e…
dan: when my agents worked on github.com/gaearon/conw..., the vast majority of the work was also formalizing papers "underneath" it. so this depends on whether someone needed those pieces before or not.…
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New AI field signal Analysis 5h ago
AI code-shaped world essay

AI and a code-shaped world: some examples

2 experts are actively discussing the implications.

1 expert 0 communities 1 sources clustered

“Using the quote below as an excuse to re-share my recent essay: davidpreichert.substack.com/p/ai-and-a-c... This is another attempt at conveying intuitions about AI agents through concrete examples; from modelling historical houses and fixing crashes to bui…”

2 experts discussed this · 3 posts
david-p-reichert.bsky.social: A follow-up to my last substack about agents vs chatbots. This time I'm showing some more down-to-earth examples of agents in action, as opposed to machine learning. Anything from modelling histori…
david-p-reichert.bsky.social: The goal remains the same: convey to people who haven't been exposed to recent developments what is now becoming possible, so that we can take AI seriously and figure out what this all means for th…
Benjamin Riley: Interesting read. Re "what if more of the rest of the world shapes itself around coding?", given the mounting stories about AI agents exploiting cybersecurity vulnerabilities, I wonder (ok suspect)…
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New AI field signal Analysis 18h ago
Webster Massachusetts personal essay

Webster, Massachusetts

2 experts are actively discussing the implications.

1 expert 1 community 1 sources clustered

“I'm having Astra slowly simulate driving in my hometown, will continue to get better over the month as my usage limits reset andymasley.com/town/”

2 experts discussed this · 3 posts
Andy Masley: I'm having Astra slowly simulate driving in my hometown, will continue to get better over the month as my usage limits reset andymasley.com/town/
Andy Masley: Yup slowly improving it
Grace: You should collaborate with @cee.wtf to make a zombie mode where you have to escape a crowd of angry posters
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Developing Policy & governance Resource 1d ago
Aspen Digital AI policy resource

Aspen Digital

2 experts are actively discussing the implications.

1 expert 1 community 1 sources clustered

“I still think the "race" framing is problematicccc, but I think there are cool ways to work with it www.aspendigital.org/report/strat...”

2 experts discussed this · 3 posts
brennan: this seems to be what I'm seeing (although I'm canadian, so maybe that itself is part of it) the hyperonline leftists are a bubble of anti-AI vitriol, but everyone I know socially (normie liberal t…
B! 🐝 Cavello (they/them): I still think the "race" framing is problematicccc, but I think there are cool ways to work with it www.aspendigital.org/report/strat...
B! 🐝 Cavello (they/them): I won't claim to be very steeped in leftism, but I think the retreat to copyright and property law is an interesting thing playing out over what I would consider an information commons. I think tha…
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What experts are discussing without an anchoring article

3 experts · 37 posts · 21h ago
Multiple readings Concern & critique · 1 Markets & investment · 1
Joey Politano🏳️‍🌈: very obvious why Canadians feel this way now but Americans still need to internalize how bad the PR damage of the last 2 years has been and how hard it is going to be to rebuild trust
Isaiah Bishop: i keep saying this, but like public statements and commitments from dems would mean a lot. its been hard to find ones that dont also sound incredibly craven about pricing
Open the thread →
3 experts · 28 posts · 18h ago
tweety fish: lol I mean come the fuck on man. Of course it fucking is. If you hate AI enough to avoid any software coded using it—fine! supportable! go with god!—then at least use a fucking modicum of critical …
tweety fish: “Wow this would probably take like a hundred+ hours of work if you weren’t using AI and is super polished and elaborate and was made and released on a lark, not going to think about that any furthe…
Open the thread →
4 experts · 13 posts · 20h ago
Shared emphasis Concern & critique · 2
Andy Masley: If I avoid the word "alignment" and just ask "If we keep scaling AI models up, will we reliably avoid situations where they do something catastrophic pursuing a normal goal?" the answer seems like …
Andy Masley: , and I'm worried a lot of people really over-update on what we know about the safe behavior of current models or assume future models won't have a lot of the general "thinking" abilities normal hu…
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5 experts · 6 posts · 1d ago
Multiple readings Concern & critique · 1 Policy & governance · 1
Doll: The public attitude towards AI seems really incoherent. Like, the average voter's attitude appears to be "Data centers ate my baby! Now time to share 500,000 AI generated memes on my Facebook page."
critical slop studies: not so different from “I want affordable housing!” Combined with “I will block all housing in my neighborhood “
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3 experts · 14 posts · 1d ago
Multiple readings Research & technical analysis · 1 Questions & unknowns · 1
Tim Kellogg: there’s a higher-than-you’d-think possibility that this is actually a leak and not a prediction (pretty sure Andrew only bets when the dice are biased in his favor)
Tim Kellogg: uh, i don’t think it’s as open as you’re thinking. pretty sure the IPO will happen before christmas, maybe within a month
Open the thread →
3 experts · 8 posts · 19h ago
Multiple readings Concern & critique · 1 Research & technical analysis · 1
Mark Riedl: We all laughed at Nadella for defining AGI as a percentage of annual growth in GDP. Lately I’ve come to think this might be a reasonable frame. Show me some hard numbers.
Mark Riedl: What I don’t like about that frame is that it reduces the notion of intelligence, and perhaps human value, to the work that gets produced. That’s bleak.
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3 experts · 6 posts · 19h ago
Eli Sennesh: ngl I’m starting to get a “covid in february 2020” vibe when it comes to the latest AI models anyone on here with the view that “it’s just a fancy autocomplete” needs to update their priors fast be…
Doll: bsky.app/starter-pack...
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