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 Research & technical analysis reactions.

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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 B! 🐝 Cavello (they/them) ×

The questions experts are actively pulling apart

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

Established Models & releases Research 3d ago
⚡ 953 h early
State media influence LLM training paper

State media control influences large language models | Nature

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

Policy & governance

2 experts

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...”

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…”

Building & implementation

1 expert

How teams are shipping and applying it.

“Builds on stodgier academic work here - www.science.org/stoken/autho... - this, by Roberts et al, is also very interesting on language and LLMs albeit much more political 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...
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New Policy & governance Resource 23h ago
inference cooperative AI governance

Inference Cooperative — AI, governed together

3 experts across 3 network communities independently surfaced this.

Why this matches Research & technical analysis reaction 1 attributable expert contribution · Nathan Schneider
“We are now about half way to the threshold at Inference.coop where I'll have to give up my benevolent dictatorship. Want to join the ethical-ish AI train and help unseat me from power?” evidence ↗
3 experts 3 communities 1 sources clustered
How the network is reacting Experts are approaching this through 2 distinct lenses.
Multiple readings

Building & implementation

1 expert

How teams are shipping and applying it.

“Maybe relevant @ntnsndr.in in context of inference.coop (congrats on the launch!)”

Research & technical analysis

1 expert

Evidence, methods and technical implications.

“We are now about half way to the threshold at Inference.coop where I'll have to give up my benevolent dictatorship. Want to join the ethical-ish AI train and help unseat me from power?”

2 experts discussed this · 3 posts
Nathan Schneider: We are now about half way to the threshold at Inference.coop where I'll have to give up my benevolent dictatorship. Want to join the ethical-ish AI train and help unseat me from power?
B! 🐝 Cavello (they/them): We are now about half way to the threshold at Inference.coop where I'll have to give up my benevolent dictatorship. Want to join the ethical-ish AI train and help unseat me from power?
B! 🐝 Cavello (they/them): @roblach.bsky.social shall we?? #NoKings 😜
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Established Models & releases Signal 11d ago

Most devs don't understand how LLM tokens work

3 experts are actively discussing the implications.

Why this matches Research & technical analysis reaction 1 attributable expert contribution · B! 🐝 Cavello (they/them)
“I was JUST researching tokenization today! I found this pretty helpful: youtu.be/nKSk_TiR8YA” evidence ↗
1 expert 1 community 1 sources clustered

“I was JUST researching tokenization today! I found this pretty helpful: youtu.be/nKSk_TiR8YA”

3 experts discussed this · 3 posts
samwho.dev: ok dorks: without looking it up, what is a token? (in LLMs) hand-wavy BS is fine if you're not sure. im doing some research
Amy Hoy: a symbol for some tiny slice of semantic meaning aka a word or word part
alanau.bsky.social: You mean like tokenizing data, or do you mean the proprietary scrip used to buy cloud services? 🤷
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What experts are discussing without an anchoring article

3 experts · 48 posts · 2d ago
Matches Research & technical analysis
“I’ve used LLMs for finding edits to things I’ve written, and I think I should be willing to say so. Tbf. I’m pretty conservative about it because I feel that I am too easily swayed. I tend to be wa…” evidence ↗
Multiple readings Policy & governance · 1 Building & implementation · 1 Questions & unknowns · 1
Grace: AI writing, unfortunately
Grace: What do we do about this? Substack lets you check for AI with pangram, but it doesn’t show a label upfront. I assume if it started doing that authors would optimize against it. Maybe build it into …
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4 experts · 8 posts · 19d ago
Matches Research & technical analysis
“What if the real singularity is measured as the number of university AI strategy task forces I am invited to go to? Three before noon. I think I’ve seen the elbow of the curve” evidence ↗
Mark Riedl: What if the real singularity is measured as the number of university AI strategy task forces I am invited to go to? Three before noon. I think I’ve seen the elbow of the curve
Luis Villa: paperwork maximizer
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4 experts · 4 posts · 17d ago
Matches Research & technical analysis
“Also important, they are the same people: - their founder and a large part of their staff have worked at these companies. - their most outspoken researcher is married to someone on the OpenAI board…” evidence ↗
Eryk Salvaggio: It's been lower on my priority list for things to write up, but METR being in the strict-intentionalist soup is an important part of this story. So is their use GPT-5.6 Sol as a classifier to parse…
Ben Recht: Also important, they are the same people: - their founder and a large part of their staff have worked at these companies. - their most outspoken researcher is married to someone on the OpenAI board…
Open the thread →