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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Active evidence filter

Showing developments with attributable Questions & unknowns 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.

Questions & unknowns Concern & critique Markets & investment Policy & governance
2 live reaction maps in this view Jump to the evidence ↓
Multiple readings Anthropic dario amodei ai slowdown Policy & governance · 2 attributable reactions Multiple readings OpenAI agents carried out an undisclosed attack on RubyGems Concern & critique · 3 attributable reactions
New & accelerating

What is moving across the network now

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

Accelerating Models & releases Signal 5h ago

Anthropic dario amodei ai slowdown

5 experts across 3 network communities independently surfaced this.

Why this matches Questions & unknowns reaction 1 attributable expert contribution · austegard.com
“So does this mean we can have a cheap yet capable Haiku soon, Dario? I have sub-agents to run www.nytimes.com/2026/09/12/t...” evidence ↗
5 experts 3 communities 1 sources clustered
rat king 🐀 👑 Robin Berjon Anna Mills Stefanie Hane austegard.com
Primary source nytimes.com ↗
New AI field signal Signal 16h ago

Ai software coding apps

2 directory members surfaced this signal.

Why this matches Questions & unknowns reaction 1 attributable expert contribution · Paul Ford
“Everyone else is worried about the AI apocalypse but I’ve been hearing about that for 30 years and I can’t get very worked up any more. For me the question is: If these things can code (and they can!) then why aren’t we seeing any great software? www.nytime…” evidence ↗
2 experts 2 communities 1 sources clustered
Tim Carmody Paul Ford

“Everyone else is worried about the AI apocalypse but I’ve been hearing about that for 30 years and I can’t get very worked up any more. For me the question is: If these things can code (and they can!) then why aren’t we seeing any great software? www.nytime…”

Primary source nytimes.com ↗
New AI field signal Signal 13h ago

darioamodei.com

2 directory members surfaced this signal.

Why this matches Questions & unknowns reaction 1 attributable expert contribution · Mark Riedl
“Anthropic pledges to pace themselves. TL;DR: we will slow down, but still move fast. darioamodei.com/post/we-must... And how does one verify this? Why would we believe that a company about to IPO would give up competitive edge?” evidence ↗
2 experts 2 communities 1 sources clustered
Mark Riedl James MacGlashan

“Anthropic pledges to pace themselves. TL;DR: we will slow down, but still move fast. darioamodei.com/post/we-must... And how does one verify this? Why would we believe that a company about to IPO would give up competitive edge?”

Primary source darioamodei.com ↗
New Agents & robotics Analysis 6h ago
agents pandas Polars translation

Fluent, not native: agents translating pandas to Polars

1 directory member surfaced this signal.

Why this matches Questions & unknowns reaction 1 attributable expert contribution · Emily Riederer
“Inspired by this blog post, I was testing out how different LLMs perform `polars` tasks Gemini (Colab - I'm cheap what can I say) did NOT just convert to `pandas` to do a quantile instead of using a window function?! pola.rs/posts/llm-po...” evidence ↗
1 expert 1 community 1 sources clustered
Emily Riederer

“Inspired by this blog post, I was testing out how different LLMs perform `polars` tasks Gemini (Colab - I'm cheap what can I say) did NOT just convert to `pandas` to do a quantile instead of using a window function?! pola.rs/posts/llm-po...”

Primary source pola.rs ↗
New AI field signal Signal 12h ago

arxiv.org

1 directory member surfaced this signal.

Why this matches Questions & unknowns reaction 1 attributable expert contribution · Rohan Paul
“You can read more on their technical report here. https://t.co/mUHnM3FEaZ Got a hard problem or an AI solver? Submit it to TRACES here - Submit a Problem: https://t.co/DONvwMyyOU - Submit a Solver: https://t.co/eJD9KWI9Gb” evidence ↗
1 expert 0 communities 1 sources clustered
Rohan Paul

“You can read more on their technical report here. https://t.co/mUHnM3FEaZ Got a hard problem or an AI solver? Submit it to TRACES here - Submit a Problem: https://t.co/DONvwMyyOU - Submit a Solver: https://t.co/eJD9KWI9Gb”

Primary source arxiv.org ↗
New AI field signal Signal 12h ago

Six AI-Readiness Questions for Marketing Leaders to Ask

1 directory member surfaced this signal.

Why this matches Questions & unknowns reaction 1 attributable expert contribution · Marketing AI Institute
“Your team may be using AI. But is your organization actually ready for it? We break down 6 questions marketing leaders should ask to uncover their biggest AI-readiness gaps—and where to go next. https://t.co/VHR8ZxV8tO https://t.co/epPX0rqtc4” evidence ↗
1 expert 0 communities 1 sources clustered
Marketing AI Institute

“Your team may be using AI. But is your organization actually ready for it? We break down 6 questions marketing leaders should ask to uncover their biggest AI-readiness gaps—and where to go next. https://t.co/VHR8ZxV8tO https://t.co/epPX0rqtc4”

Primary source marketingaiinstitute.com ↗
New Agents & robotics Development 16h ago
⚡ 3 h early
OpenAI agents attack RubyGems

OpenAI agents carried out an undisclosed attack on RubyGems

10 experts across 4 network communities independently surfaced this.

Why this matches Questions & unknowns reaction 1 attributable expert contribution · Ryan Moulton
“Another undisclosed openai hack. How long till somebody actually presses charges? www.rubyhack.ai” evidence ↗
10 experts 4 communities 1 sources clustered
Mark Riedl Ryan Moulton Grace Eileen Clancy 🧿 SE Gyges Colin Pavel René Walter +2
How the network is reacting Experts are approaching this through 3 distinct lenses.
Multiple readings

Concern & critique

1 expert

Risks, limits and unintended consequences.

“This technology is so fascinating, and even the ones building it fail to contain it https://t.co/cYfzA3SNe5”

Markets & investment

1 expert

Capital, companies and commercial impact.

“Cybercrime as a valuation boosting strategy is just the done thing, now.”

Questions & unknowns

1 expert

What remains unresolved or contested.

“Another undisclosed openai hack. How long till somebody actually presses charges? www.rubyhack.ai”

3 experts discussed this · 6 posts
Grace: OpenAI: “Our agents used RubyGems to carry out benign tasks” The agents: “so I named the file hack.rb,”
Grace: https://www.rubyhack.ai
Grace: A country of moustache-twirling villains in a datacenter
Open the full discussion →
Primary source rubyhack.ai ↗
New AI field signal Signal 14h ago

Prediction for scaling ai in manufacturin

1 directory member surfaced this signal.

Why this matches Questions & unknowns reaction 1 attributable expert contribution · Connected World (Peggy Smedley)
“#TPSS tip of the week: Start by asking these key questions before scaling AI. https://t.co/t3IMLPl0mI #IoT #sustainability #AI #digitaltransformation #PeggySmedley #podcast” evidence ↗
1 expert 0 communities 1 sources clustered
Connected World (Peggy Smedley)

“#TPSS tip of the week: Start by asking these key questions before scaling AI. https://t.co/t3IMLPl0mI #IoT #sustainability #AI #digitaltransformation #PeggySmedley #podcast”

Primary source peggysmedleyshow.com ↗
New AI research Research 14h ago
AI moderators effectiveness literature review

Effectiveness of AI Moderators: A Literature Review – MeasuringU

1 directory member surfaced this signal.

Why this matches Questions & unknowns reaction 1 attributable expert contribution · MeasuringU
“Does dealing with an AI moderator change the way participants respond to questions? https://t.co/ovI8MHk7Al https://t.co/6rvAacmjY3” evidence ↗
1 expert 0 communities 1 sources clustered
MeasuringU

“Does dealing with an AI moderator change the way participants respond to questions? https://t.co/ovI8MHk7Al https://t.co/6rvAacmjY3”

Primary source measuringu.com ↗
New AI field signal Analysis 15h ago
AI text watermarks rewrite model language

AI Text Watermarks Will Rewrite Models' Language

1 directory member surfaced this signal.

Why this matches Questions & unknowns reaction 1 attributable expert contribution · Efi Pylarinou
“AI Models Are Watermarking Text—Will You Notice? AI text watermarks are often, but not always, undetectable https://t.co/7REDRTtbmi https://t.co/UW94RmyaPD” evidence ↗
1 expert 0 communities 1 sources clustered
Efi Pylarinou

“AI Models Are Watermarking Text—Will You Notice? AI text watermarks are often, but not always, undetectable https://t.co/7REDRTtbmi https://t.co/UW94RmyaPD”

Primary source ow.ly ↗
New AI business Signal 17h ago

Trumponomics cory doctorow questions the ai hype podcast

1 directory member surfaced this signal.

Why this matches Questions & unknowns reaction 1 attributable expert contribution · By Cory Doctorow (GPG 0xBF3D9110957E5F4C)
“Recent appearances (cont'd): * Pod Save the UK audioboom.com/posts/895053... * Stop Saying AI Can Do Your Job (Factually) www.youtube.com/watch?v=VU3g... * Be Skeptical of the AI Sales Pitch (Trumponomics) www.bloomberg.com/news/audio/2...” evidence ↗
1 expert 1 community 1 sources clustered
By Cory Doctorow (GPG 0xBF3D9110957E5F4C)

“Recent appearances (cont'd): * Pod Save the UK audioboom.com/posts/895053... * Stop Saying AI Can Do Your Job (Factually) www.youtube.com/watch?v=VU3g... * Be Skeptical of the AI Sales Pitch (Trumponomics) www.bloomberg.com/news/audio/2...”

Primary source bloomberg.com ↗
New AI business Signal 17h ago

Why AI Can’t Replace You with Cory Doctorow

1 directory member surfaced this signal.

Why this matches Questions & unknowns reaction 1 attributable expert contribution · By Cory Doctorow (GPG 0xBF3D9110957E5F4C)
“Recent appearances (cont'd): * Pod Save the UK audioboom.com/posts/895053... * Stop Saying AI Can Do Your Job (Factually) www.youtube.com/watch?v=VU3g... * Be Skeptical of the AI Sales Pitch (Trumponomics) www.bloomberg.com/news/audio/2...” evidence ↗
1 expert 1 community 1 sources clustered
By Cory Doctorow (GPG 0xBF3D9110957E5F4C)

“Recent appearances (cont'd): * Pod Save the UK audioboom.com/posts/895053... * Stop Saying AI Can Do Your Job (Factually) www.youtube.com/watch?v=VU3g... * Be Skeptical of the AI Sales Pitch (Trumponomics) www.bloomberg.com/news/audio/2...”

Primary source youtube.com ↗
Debates gaining attention

What experts are discussing without an anchoring article

5 experts · 39 posts · 1d ago
Ed Zitron SE Gyges Doll Nafnlaus 🇮🇸 🇺🇦 mackuba.eu
Matches Questions & unknowns
“i think you can just show her the original diagram to explain the joke but this might raise an infinite recursion of more questions about what the fuck, which must be answered with "man, just, it g…” evidence ↗
Multiple readings Policy & governance · 1 Opportunity & adoption · 1
SE Gyges: trying to deduce why one would quit a good job at anthropic
SE Gyges: what her boyfriend is up to today. they really do get around
Open the thread →
5 experts · 41 posts · 1d ago
Tim Kellogg Dustin Moskovitz jake coty.bsky.social david-p-reichert.bsky.social
Matches Questions & unknowns
“What does “AI” as a risk mean? Is that a dumb question? I just don’t understand what AI risk means independent of a specific extinction mechanism.” 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…
Open the thread →
5 experts · 33 posts · 1d ago
joao Grace Colin coty.bsky.social david-p-reichert.bsky.social
Matches Questions & unknowns
“I do think that this article is a good representation of some typical thinking in this world. How exactly will AI kill us all? Well, maybe a virus, or some sort of hacking spree. Maybe something el…” 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 · 18 posts · 1d ago
Aaron Hertzmann tachikoma Edouard Machery Lana Sinapayen david-p-reichert.bsky.social
Matches Questions & unknowns
“Do you have a call to action, a request or demand for what is to be done? "These issues must be addressed..." is pretty vague. IMO a position statement without a concrete, justifiable call to actio…” evidence ↗
Multiple readings Questions & unknowns · 2 Concern & critique · 1
tachikoma: A group of 25 Fields Medalists, including myself, have made a joint declaration on Math and AI: mathandai.org . We welcome additional signatories. See also this article in the Economist announcing …
Aaron Hertzmann: Do you have a call to action, a request or demand for what is to be done? "These issues must be addressed..." is pretty vague. IMO a position statement without a concrete, justifiable call to actio…
Open the thread →