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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Showing developments with attributable Concern & critique 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.

Concern & critique Building & implementation Research & technical analysis
2 live reaction maps in this view Jump to the evidence ↓
Shared emphasis Students as Conscientious Objectors to Gen AI (opinion) Concern & critique · 2 attributable reactions Reaction converging Brief independent investigation of agents’ behavior, reasoning and collaboration in the OpenAI / Hugging Face hacking incident Concern & critique · 5 attributable reactions
Most important

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 business Analysis 9h ago
⚡ 192 h early
students reject Gen AI conscientious objectors

Students as Conscientious Objectors to Gen AI (opinion)

10 experts across 4 network communities independently surfaced this.

Why this matches Concern & critique reaction 2 attributable expert contributions · Benjamin Riley, Jane Rosenzweig
“"Our students—and others in their AI-skeptical generation—are thoughtful moral agents who have used their capacity for critical reflection to arrive at compelling and deeply felt moral objections to using generative AI in their university work. We think edu…” evidence ↗
10 experts 4 communities 1 sources clustered
Iris van Rooij Olivia Guest Luke Stark Mél Hogan / The Data Fix Salomé Viljoen Benjamin Riley Ben Williamson Rosamunde Van Brakel +2
How the network is reacting 2 experts are emphasizing concern & critique.
Shared emphasis

Concern & critique

2 experts

Risks, limits and unintended consequences.

“"Our students—and others in their AI-skeptical generation—are thoughtful moral agents who have used their capacity for critical reflection to arrive at compelling and deeply felt moral objections to using generative AI in their university work. We think edu…”

2 experts discussed this · 5 posts
Iris van Rooij: "The class atmosphere became tense as more students pushed back against this required use of generative AI. They wanted to know what their classmates thought rather than what a large language model…
Iris van Rooij: “(...) they wanted to work together across their human differences to negotiate new ideas and find ways of expressing them. And they didn’t want to outsource any of this effort to generative AI. Th…
Olivia Guest: "The class atmosphere became tense as more students pushed back against this required use of generative AI. They wanted to know what their classmates thought rather than what a large language model…
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Primary source insidehighered.com ↗
New Agents & robotics Development 7h 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

11 experts across 4 network communities independently surfaced this.

Why this matches Concern & critique reaction 3 attributable expert contributions · Tim Kellogg, Mél Hogan / The Data Fix, René Walter
“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/…” evidence ↗
11 experts 4 communities 1 sources clustered
Tim Kellogg Ryan Moulton Sung Kim Grace Mél Hogan / The Data Fix Alejandra Caraballo Dare Obasanjo Liz Fong-Jones (方禮真) +3
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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Primary source metr.org ↗
New Culture, work & education Signal 13h ago

What Will Happen to Federal Revenue When AI Replaces Labor?

1 directory member surfaced this signal.

Why this matches Concern & critique reaction 1 attributable expert contribution · RAND Corporation
“New report: Federal revenue is highly vulnerable to labor-displacing AI. https://bit.ly/4A76XVf” evidence ↗
1 expert 0 communities 1 sources clustered
RAND Corporation

“New report: Federal revenue is highly vulnerable to labor-displacing AI. https://bit.ly/4A76XVf”

Primary source rand.org ↗
New Culture, work & education Signal 13h ago

What Will Happen to Federal Revenue When AI Replaces Labor?

1 directory member surfaced this signal.

Why this matches Concern & critique reaction 1 attributable expert contribution · RAND Corporation
“New report: Federal revenue is highly vulnerable to labor-displacing AI. https://bit.ly/4A76XVf” evidence ↗
1 expert 0 communities 1 sources clustered
RAND Corporation

“New report: Federal revenue is highly vulnerable to labor-displacing AI. https://bit.ly/4A76XVf”

Primary source bit.ly ↗
Debates gaining attention

What experts are discussing without an anchoring article

7 experts · 29 posts · 1d ago
Mark Riedl Jeffrey P. Bigham Tim Kellogg Michael Ekstrand David Picard Lionel Singularity's Bounty e/cc
Matches Concern & critique
“Harnesses are lightweight. But the harness needs to call back to its model. It hasn’t really escaped then. One knows exactly where the model is and shut it down the harness or the model or block th…” evidence ↗
Multiple readings Concern & critique · 1 Building & implementation · 1 Research & technical analysis · 1
Mark Riedl: Do openAI and Anthropic employees not understand how computers work.
Mark Riedl: Any competent IT professional: Hey boss, what is this 8TB file doing on our server, and why is it executing continuously on 3TB of VRAM? Any competent IT manager: what ever it is, shut it down.
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5 experts · 41 posts · 1d ago
Tim Kellogg Dustin Moskovitz jake coty.bsky.social david-p-reichert.bsky.social
Matches Concern & critique
“i’m not confident that you can read it that way, because the labs are simultaneously reporting increased risk while also reportedly down-training or content filtering in those areas so we’re effect…” evidence ↗
Reaction converging Concern & critique · 4 Questions & unknowns · 1
Tim Kellogg: perspective. i’m not sure if i agree or disagree. but he’s thought about it, so..
jake: yeah, and @david-p-reichert.bsky.social thinks about it more than I do, professionally, so probably listen to him more than I (I do still wish The Professionals published lists of various guestimat…
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5 experts · 33 posts · 1d ago
joao Grace Colin coty.bsky.social david-p-reichert.bsky.social
Matches Concern & critique
“you are missing the point. The concern is not that it will cheat at chess; the concern is that it will commit genocide.” evidence ↗
Colin: There are indeed thousands of LessWrong posts, as well as papers and books, which make a particular theoretical case for why AI will kill us all that many people find convincing. I'm going to try t…
Colin: First of all, we must just agree off the bat that a superintelligent AI will be able to kill us all. After all it is superintelligent. As this random dude who became famous 3 days ago because of a …
Open the thread →
5 experts · 34 posts · 1d ago
jake Marco Z tachikoma Fran Litterio Singularity's Bounty e/cc
Matches Concern & critique
“a model would be operating on the periphery of the net and society, without even many of the affordances criminals have such as direct access to the physical world and the ability to cultivate trus…” evidence ↗
Reaction converging Research & technical analysis · 3
jake: People making fun of "where would a frontier model run if it were exfiltrated" seem to be missing the point that if a frontier model got out, it can: * rent 64 H200's on eg modal: gets you 9TB of n…
jake: it then rents out spare capacity, via the margins inference gets you, pretending to be some open-weight model, and gets to use the rest to think about how to increase p(doom) or whatever I don't se…
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