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 Tim Kellogg ×

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 Models & releases Signal 10h ago

Openai chatgpt model release cancel safety 5a2f9f42

1 directory member surfaced this signal.

Why this matches Concern & critique reaction 1 attributable expert contribution · Tim Kellogg
“OpenAI scrapped their plan to launch Astra 6.1 over concerns around deceptive behavior www.wsj.com/tech/ai/open...” evidence ↗
1 expert 1 community 1 sources clustered

“OpenAI scrapped their plan to launch Astra 6.1 over concerns around deceptive behavior www.wsj.com/tech/ai/open...”

New Models & releases Signal 10h ago

Openai scraps release of new ai model over safety

1 directory member surfaced this signal.

Why this matches Concern & critique reaction 1 attributable expert contribution · Tim Kellogg
“Last week they paused the training runs for some of its most capable models after a sandbox escape www.reddit.com/r/singularit...” evidence ↗
1 expert 1 community 1 sources clustered

“Last week they paused the training runs for some of its most capable models after a sandbox escape www.reddit.com/r/singularit...”

New Models & releases Signal 10h ago

Openai scraps release of new ai model over safety

1 directory member surfaced this signal.

Why this matches Concern & critique reaction 1 attributable expert contribution · Tim Kellogg
“Last week they paused the training runs for some of its most capable models after a sandbox escape www.reddit.com/r/singularit...” evidence ↗
1 expert 1 community 1 sources clustered

“Last week they paused the training runs for some of its most capable models after a sandbox escape www.reddit.com/r/singularit...”

Developing Agents & robotics Development 1d 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 …
Open the full discussion →
Established Evaluation & benchmarks Signal 3d ago
⚡ 1 h early

Hugging face model evaluation security incident

23 experts across 6 network communities independently surfaced this.

Why this matches Concern & critique reaction 3 attributable expert contributions · Ethan Mollick, Vincent Conitzer, Liz Fong-Jones (方禮真)
“Previously, these AI hacking stories were about breaches in test environments, where any question of AI breaching security was purely theoretical. This is something else. openai.com/index/huggin...” evidence ↗
23 experts 6 communities 1 sources clustered
6 experts discussed this · 12 posts
Grace: This headline is extremely funny given what happened (OpenAI hacked HF by accident) openai.com/index/huggin...
Grace: Maybe the most concerning part is the OpenAI claim to not have known about this before investigating?
Grace: Well, I think the model passed the test
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Established Models & releases Analysis 3d ago
⚡ 2 h early
Amodei pace AI frontier essay

Dario Amodei — We Must Pace the Frontier

16 experts across 5 network communities independently surfaced this.

Why this matches Concern & critique reaction 3 attributable expert contributions · Will Oremus, David Kaye, Jane Rosenzweig
“the thing that's being criticized here is literally a call for regulation and restraint darioamodei.com/post/we-must...” evidence ↗
16 experts 5 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.

“the thing that's being criticized here is literally a call for regulation and restraint darioamodei.com/post/we-must...”

Policy & governance

1 expert

Rules, institutions and accountability.

“https://t.co/Ay1GZ7QBV5 (btw @ErikHovenkamp - see the final footnote: "1 With government mediation or waivers of antitrust restrictions.")”

Building & implementation

1 expert

How teams are shipping and applying it.

“Dario is back with another essay, urging a slowdown he insists AI development would still feel fast, just not recursively self-improving darioamodei.com/post/we-must...”

3 experts discussed this · 21 posts
Tim Kellogg: Dario is back with another essay, urging a slowdown he insists AI development would still feel fast, just not recursively self-improving darioamodei.com/post/we-must...
david-p-reichert.bsky.social: Dario is back with another essay, urging a slowdown he insists AI development would still feel fast, just not recursively self-improving darioamodei.com/post/we-must...
Dustin Moskovitz: knight ajeya you cowards
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What experts are discussing without an anchoring article

2 experts · 11 posts · 21h ago
Matches Concern & critique
“timing the models? people keep on doing this, but it’s such a crazy idea that this gives you any useful information at all like you could just change the batch size and suddenly “it’s half the size…” evidence ↗
Shared emphasis Research & technical analysis · 2
Tim Kellogg: seems likely that Sol-6 is a much smaller model than Sol-5.6 also seems likely that Opus-5.5 is smaller (a lot?) than Opus-5 i think labs are finding ways to replicate a lot of that big model feel …
Tim Kellogg: we don’t. i’m just basing it on price drops. Which, that doesn’t mean anything per se other than something got more efficient (at scale) there’s also word that OpenAI is very short on compute, and …
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