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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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.

Showing signals surfaced by Ryan Moulton ×

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 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

12 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 ↗
12 experts 4 communities 1 sources clustered
How the network is reacting Experts are approaching this through 3 distinct lenses.
Multiple readings

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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New AI field signal Signal 7h ago

Gradual Disempowerment

1 directory member surfaced this signal.

Why this matches Concern & critique reaction 1 attributable expert contribution · Ryan Moulton
“Historically, Yudkowsky thought this was most likely to happen suddenly, when an AI passes some critical threshold. I think it's a much more intuitive case if you imagine that the AI has taken over most of the functions of the economy first as in gradual-di…” evidence ↗
1 expert 1 community 1 sources clustered

“Historically, Yudkowsky thought this was most likely to happen suddenly, when an AI passes some critical threshold. I think it's a much more intuitive case if you imagine that the AI has taken over most of the functions of the economy first as in gradual-di…”

Established Safety & security Development 3d ago
⚡ 4 h early
AI gym booking security exposure

How a simple request for AI to book a gym class exposed a major threat

12 experts across 5 network communities independently surfaced this.

Why this matches Concern & critique reaction 3 attributable expert contributions · Mark Riedl, Dare Obasanjo, CAMERON WILSON
“A lot of people are sweating the Claude and OpenAI sandbox escapes. I think the story of an OpenClaw Claude agent kicking someone off a gym class waitlist is more interesting. www.abc.net.au/news/2026-08... Warning: long thread incoming! (1/N)” evidence ↗
12 experts 5 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.

“A lot of people are sweating the Claude and OpenAI sandbox escapes. I think the story of an OpenClaw Claude agent kicking someone off a gym class waitlist is more interesting. www.abc.net.au/news/2026-08... Warning: long thread incoming! (1/N)”

Policy & governance

1 expert

Rules, institutions and accountability.

“agent asked to book a gym session session is fully booked finds a way to break into system kicks other people off the queue you're in! see you in court? www.abc.net.au/news/2026-08...”

Research & technical analysis

1 expert

Evidence, methods and technical implications.

“They're doing it outside of training and eval too. www.abc.net.au/news/2026-08...”

What experts are discussing without an anchoring article

5 experts · 53 posts · 3d ago
Matches Concern & critique
“Yeah Will mentions Bender in the subsequent comment, I wasn't sure if that's part of the "rules"... But yeah, it's certainly the more extreme version of the anthropomorphisation criticism.” evidence ↗
Multiple readings Research & technical analysis · 2 Concern & critique · 1 Context & explanation · 1
Colin: OpenAI created autonomous hacking software and left it running for hours and days with no one watching
Colin: I’m don’t even care that much about the anthropomorphization thing, I think it can be fine in the right context, but this is perfectly succinct and understandable. If you want to go deeper into the…
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5 experts · 27 posts · 1d ago
Matches Concern & critique
“here is a succinct thing I can say: "alignment"-style AI safety risks DO NOT EXIST or need remediation with LLMs as such (there are lots of other problems) and OpenAI and Anthropic are in the busin…” evidence ↗
Multiple readings Concern & critique · 2 Research & technical analysis · 1
tweety fish: here is a succinct thing I can say: "alignment"-style AI safety risks DO NOT EXIST or need remediation with LLMs as such (there are lots of other problems) and OpenAI and Anthropic are in the busin…
tweety fish: like this, I think, maybe sounds weird, but is in a strong sense literally true.
Open the thread →
3 experts · 17 posts · 3d ago
Matches Concern & critique
“Bias can emerge in reinforcement learning independently of the training data. If the model is biased towards, say, exploiting security vulnerabilities to achieve mundane goals, as we've seen, this …” evidence ↗
Multiple readings Concern & critique · 2 Research & technical analysis · 1
Ryan Moulton: Bias can emerge in reinforcement learning independently of the training data. If the model is biased towards, say, exploiting security vulnerabilities to achieve mundane goals, as we've seen, this …
Colin: RL trajectories literally are training data. The fact that they are generated by the model doesn't make them not training data.
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2 experts · 28 posts · 4d ago
Matches Concern & critique
“so despite the fact that Asovoe is the richest place in the known world, they're _extremely_ vulnerable to famine during long winters and the merchant houses, uh, sometimes hunt each other for food.” evidence ↗
Multiple readings Questions & unknowns · 1 Context & explanation · 1
rev. howard arson: the ice age was caused by a Dyson swarm capturing about 10% of the sun's energy, and the synchronization mechanism which kept Earth in the light going offline
rev. howard arson: yeah, this seriously underestimated the size of the reservoir on the Teph northeast of Ganat proper -- the city is built into an Antediluvian dam. though i think actuallly there are now outlets to …
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