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.

2,364 searchable experts 2,966 tracked across all sources
Build my stream Create my edition
Filter the conversation Who is saying what?

Combine a professional role with a reaction lens. Both must match the same attributed contribution.

Clear all
Active evidence filter

Showing developments with attributable Research & technical analysis reactions.

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.

Research & technical analysis Policy & governance Building & implementation Concern & critique
3 live reaction maps in this view Jump to the evidence ↓
Multiple readings Our position on open-weights models Policy & governance · 3 attributable reactions Multiple readings Anatomy of a Frontier Lab Agent Intrusion: A Technical Timeline of the July 2026 Incident Concern & critique · 3 attributable reactions Multiple readings State media control influences large language models | Nature Research & technical analysis · 3 attributable reactions
Debated

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 Models & releases Research 17h ago
LLM lattice representation hypothesis paper

The Lattice Representation Hypothesis of Large Language Models

17 experts are actively discussing the implications.

Why this matches Research & technical analysis reaction 1 attributable expert contribution · David Marx
“If you're coming at this from the background of a traumatized logician, you'll probably enjoy this paper demonstrating how linear representations (i.e. "embeddings" of the kind learned by DNNs) are connected to boolean logic and formal concept analysis.” evidence ↗
1 expert 1 community 1 sources clustered
David Marx

“If you're coming at this from the background of a traumatized logician, you'll probably enjoy this paper demonstrating how linear representations (i.e. "embeddings" of the kind learned by DNNs) are connected to boolean logic and formal concept analysis.”

17 experts discussed this · 40 posts
Grace: This post lives rent-free in my head, because it seems very wrong but it’s hard to articulate why
Isaiah Bishop: because its literally exactly what he thought self-driving would be and then it turned out structure and control was really important
Isaiah Bishop: The man keeps falling into the black box trap
Open the full discussion →
Primary source arxiv.org ↗
New Models & releases Analysis 18h ago
⚡ 1 h early
Anthropic open-weights position statement

Our position on open-weights models

10 experts across 4 network communities independently surfaced this.

Why this matches Research & technical analysis reaction 1 attributable expert contribution · Tim Kellogg
“Dario explains Anthropic’s position on open weights models It’s a lot of words to say that they’re still against powerful open weights models www.anthropic.com/news/positio...” evidence ↗
10 experts 4 communities 1 sources clustered
Mark Riedl Ted Underwood Tim Kellogg Sung Kim James MacGlashan Dare Obasanjo Larry Hunter Fran Litterio +2
How the network is reacting Experts are approaching this through 3 distinct lenses.
Multiple readings

Policy & governance

1 expert

Rules, institutions and accountability.

“Dario Amodei clarifies that Anthropic doesn’t want to ban open weight model. It instead wants 1. A ban on selling powerful chips or chipmaking equipment to China. 2. A crack down on industrial-scale distillation operations. 3. Mandatory safety testing of fr…”

Building & implementation

1 expert

How teams are shipping and applying it.

“I respect the candor here. But I don't agree with the geopolitics, at all. The line between democracies and autocracies is not as crisp as this pretends. How much do we trust, e.g., an AI company in a competitive-authoritarian state that launches sneak deca…”

Research & technical analysis

1 expert

Evidence, methods and technical implications.

“Dario explains Anthropic’s position on open weights models It’s a lot of words to say that they’re still against powerful open weights models www.anthropic.com/news/positio...”

4 experts discussed this · 10 posts
Ted Underwood: I respect the candor here. But I don't agree with the geopolitics, at all. The line between democracies and autocracies is not as crisp as this pretends. How much do we trust, e.g., an AI company i…
Ted Underwood: (just, say, hypothetically?) There's also internal incoherence in making the first part of this all about moralized great-power competition and then saying that safety testing (incl for alignment r…
SE Gyges: he kisses jd vance's ass and fails to specify anything concerning his proposed evaluation regime that distinguishes it from a ban solid dario post 10/10
Open the full discussion →
Primary source anthropic.com ↗
Accelerating AI field signal Signal 6h ago

Anatomy of a Frontier Lab Agent Intrusion: A Technical Timeline of the July 2026 Incident

6 experts across 5 network communities independently surfaced this.

Why this matches Research & technical analysis reaction 1 attributable expert contribution · Suresh Venkatasubramanian
“This is a fantastic exposition. But really, can I just get Claude Code to download arxiv papers without needing hand holding? huggingface.co/blog/agent-i...” evidence ↗
6 experts 5 communities 1 sources clustered
Mark Riedl Simon Willison Alondra Nelson Suresh Venkatasubramanian René Walter Andrea Lathrop
3 experts discussed this · 17 posts
Simon Willison: Hugging Face just published a highly detailed technical account of OpenAI's accidental cyberattack on their systems - it's wild how sophisticated this was: huggingface.co/blog/agent-i... Wrote up s…
Alondra Nelson: Hugging Face just published a highly detailed technical account of OpenAI's accidental cyberattack on their systems - it's wild how sophisticated this was: huggingface.co/blog/agent-i... Wrote up s…
Grace: I think brute force is a reasonable description, in the sense that the agent tried a lot of approaches, most of which failed
Open the full discussion →
Primary source huggingface.co ↗
New Models & releases Research 10h ago
⚡ 953 h early
State media influence LLM training paper

State media control influences large language models | Nature

7 experts across 3 network communities independently surfaced this.

Why this matches Research & technical analysis reaction 2 attributable expert contributions · Justin Hendrix, MilaNLP Lab
“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…” evidence ↗
7 experts 3 communities 1 sources clustered
Justin Hendrix Gina Helfrich Dr. Chinasa T. Okolo Debora Nozza MilaNLP Lab René Walter B! 🐝 Cavello (they/them)
How the network is reacting Experts are approaching this through 2 distinct lenses.
Multiple readings

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…”

Policy & governance

1 expert

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...”

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...
Open the full discussion →
Primary source nature.com ↗
New AI field signal Signal 20h ago

Claude's new constitution

2 experts are actively discussing the implications.

Why this matches Research & technical analysis reaction 1 attributable expert contribution · Tim Kellogg
“i obviously can’t answer that, but imo it was the constitution that did it, which they used in all phases of training www.anthropic.com/news/claude-...” evidence ↗
1 expert 1 community 1 sources clustered
Tim Kellogg

“i obviously can’t answer that, but imo it was the constitution that did it, which they used in all phases of training www.anthropic.com/news/claude-...”

2 experts discussed this · 9 posts
Tim Kellogg: this was in regards to Claude refusing DHH’s racism i sort of get DHH’s shock. We’ve seen tools deny based on laws & agreements but moral shaming is new and definitely takes you off guard if you th…
Tim Kellogg: it’s tempting to say that horrible governments/companies will force AI’s to have specific biases, but i’m not sure that’s true Anthropic got Claude to do this by teaching it an internally consisten…
Tim Kellogg: xAI tried giving Grok conservative values the reason for the Mecha Hitler & such incidents is because those were consistent with the moral logic the AI was taught
Open the full discussion →
Primary source anthropic.com ↗
Developing Safety & security Analysis 1d ago
Australia AI Sarah Connor essay

AI just had its Sarah Connor moment. Is Australia ready?

2 experts are actively discussing the implications.

Why this matches Research & technical analysis reaction 1 attributable expert contribution · CAMERON WILSON
“AI has just had its Sarah Connor moment. Last week's rogue AI story has been dismissed by some as marketing. But even a cynical read of the news & other evidence suggests it should be a "warning shot" for the serious disruptive threat of AI that will soon b…” evidence ↗
1 expert 1 community 1 sources clustered
CAMERON WILSON

“AI has just had its Sarah Connor moment. Last week's rogue AI story has been dismissed by some as marketing. But even a cynical read of the news & other evidence suggests it should be a "warning shot" for the serious disruptive threat of AI that will soon b…”

2 experts discussed this · 5 posts
CAMERON WILSON: AI has just had its Sarah Connor moment. Last week's rogue AI story has been dismissed by some as marketing. But even a cynical read of the news & other evidence suggests it should be a "warning sh…
CAMERON WILSON: i know there's a lot of AI hype, and a lot of areas where it still is not as good as some might claim, but when it comes to doing "computer things" (like hacking) it makes sense that it's probably …
Liz Fong-Jones (方禮真): we need strict liability and execs going to jail, not "uwu now you're my cybersecurity partner and have special access to defensive model use"
Open the full discussion →
Primary source abc.net.au ↗
New AI field signal Signal 16h ago

Notes on Amazon v. Perplexity

2 experts are actively discussing the implications.

Why this matches Research & technical analysis reaction 1 attributable expert contribution · Daphne Keller
“I'm such a dork. I'm reading this and my arm hair literally stood up when I got to this part: W3C Web Platform Design Principles state that "If a trade-off needs to be made, always put user needs above all." The Internet Architecture Board's RFC 8890 states…” evidence ↗
1 expert 1 community 1 sources clustered
Daphne Keller

“I'm such a dork. I'm reading this and my arm hair literally stood up when I got to this part: W3C Web Platform Design Principles state that "If a trade-off needs to be made, always put user needs above all." The Internet Architecture Board's RFC 8890 states…”

2 experts discussed this · 3 posts
Daphne Keller: Perplexity is an OK company name. But if you're taking notes about their legal woes they wind up abbreviated to "Perp" and that's not great for them.
James Grimmelmann: Nominative determinism.
Daphne Keller: I'm such a dork. I'm reading this and my arm hair literally stood up when I got to this part: W3C Web Platform Design Principles state that "If a trade-off needs to be made, always put user needs a…
Open the full discussion →
Primary source educatedguesswork.org ↗
More conversations

What experts are discussing without an anchoring article

4 experts · 8 posts · 1d ago
Eugene Vinitsky Juan Diego Rodriguez Christian Wolf jake
Matches Research & technical analysis
“Everyone who knows how to use a computer is now saying “well, why shouldn’t I use AI to write a paper and send it to a conference? Worst case it’s rejected.” The wave is coming.” evidence ↗
Shared emphasis Research & technical analysis · 2
Eugene Vinitsky: Everyone who knows how to use a computer is now saying “well, why shouldn’t I use AI to write a paper and send it to a conference? Worst case it’s rejected.” The wave is coming.
Eugene Vinitsky: And they’re right! It’s all upside to them with no downside. Personally I think anonymity is going to have to go.
Open the thread →
3 experts · 5 posts · 12h ago
Maria Antoniak Ted Underwood Shadi Rezapour
Matches Research & technical analysis
“I’ll be at #IC2S2 this week! I will be presenting two papers from my lab, led by my amazing students @laylab.bsky.social & @elhamagk.bsky.social. If you’re interested in narratives,mental health, s…” evidence ↗
Shadi Rezapour: I’ll be at #IC2S2 this week! I will be presenting two papers from my lab, led by my amazing students @laylab.bsky.social & @elhamagk.bsky.social. If you’re interested in narratives,mental health, s…
Maria Antoniak: I’d love to see you!
Open the thread →
2 experts · 6 posts · 13h ago
Eugene Vinitsky David Marx
Matches Research & technical analysis
“I don't meaningfully have an inner monologue so I'm probably an extreme end of the spectrum where I have to use the paper to have a voice” evidence ↗
Eugene Vinitsky: Stopped taking meeting notes due to AI notetakers only to be reminded almost immediately again that writing is thinking
Eugene Vinitsky: I have to re-learn this lesson over and over, that when I'm not writing it cannot be said that what I'm doing is thinking
Open the thread →
2 experts · 4 posts · 7h ago
angela zhou suhr
Matches Research & technical analysis
“Is anyone studying the "cognitive load" of reading LLM-generated text? The extra interpretative labor that presenting such text asks of us?” evidence ↗
suhr: Is anyone studying the "cognitive load" of reading LLM-generated text? The extra interpretative labor that presenting such text asks of us?
angela zhou: Is anyone studying the "cognitive load" of reading LLM-generated text? The extra interpretative labor that presenting such text asks of us?
Open the thread →
2 experts · 4 posts · 23h ago
Maria Antoniak Alexander Hoyle
Matches Research & technical analysis
“Whereas, in my understanding, a political science paper presented at APSA is a work-in-progress, and the conference's purpose is to provide feedback that will strengthen a future submission that wi…” evidence ↗
Multiple readings Research & technical analysis · 1 Context & explanation · 1
Alexander Hoyle: DH people: a student is working on an interdisciplinary art history / ML project. With #DH2026 going on, do you view it as a “terminal” venue, like in CS, or is it more like IC2S2 where it’s a step…
Alexander Hoyle: A place where the canonical/final version of the work is published (and that has value as a line-item in a CV for the bean counters) In comp sci, conference publications have been (historically) tr…
Open the thread →