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 Questions & unknowns reactions.

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Questions & unknowns Research & technical analysis Markets & investment
3 live reaction maps in this view Jump to the evidence ↓
Reaction converging Mathematics in the age of AI Research & technical analysis · 5 attributable reactions Reaction converging arXiv.org e-Print archive Research & technical analysis · 5 attributable reactions Multiple readings Dylan Patel – Two labs will soon control most of the world's workforce Markets & investment · 2 attributable reactions
Showing signals surfaced by Ramon Astudillo ×
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.

Established AI research Research 10d ago
⚡ 3 h early
mathematics age of AI

Mathematics in the age of AI

7 experts across 4 network communities independently surfaced this.

Why this matches Questions & unknowns reaction 1 attributable expert contribution · Mary Branscombe
“trivially easy to verify one proof; how about a few 100? now do the pipeline for getting those from verified to part of the discipline of mathematics, that's the bit we need to work on (in every sphere, not just maths)” evidence ↗
7 experts 4 communities 1 sources clustered
Ramon Astudillo Sireesh Gururaja Robert Hawkins Sung Kim Stephen Turner Mary Branscombe Rohan Paul
How the network is reacting 4 experts are independently emphasizing research & technical analysis.
Reaction converging

Research & technical analysis

4 experts

Evidence, methods and technical implications.

“Paper from the essay. Also slides teorth.github.io/tao-web/slid... arxiv.org/abs/2608.16753”

Questions & unknowns

1 expert

What remains unresolved or contested.

“trivially easy to verify one proof; how about a few 100? now do the pipeline for getting those from verified to part of the discipline of mathematics, that's the bit we need to work on (in every sphere, not just maths)”

Primary source arxiv.org ↗
Established AI field signal Resource 11d ago
⚡ 87 h early
arxiv preprint archive resource

arXiv.org e-Print archive

7 experts across 3 network communities independently surfaced this.

Why this matches Questions & unknowns reaction 1 attributable expert contribution · Zachary Lipton
“Just me or does @ChatGPT search the most random websites no matter the query? If I ask for the best bagel, it will “Searching ” + {https://t.co/vEQ6I1WmCF, https://t.co/5JR1Db9NqB, …}” evidence ↗
7 experts 3 communities 1 sources clustered
Zachary Lipton Ted Underwood Ramon Astudillo Alison Gopnik Ben Schmidt Mandana Samiei Federico Pianzola
How the network is reacting 4 experts are independently emphasizing research & technical analysis.
Reaction converging

Research & technical analysis

4 experts

Evidence, methods and technical implications.

“I just eliminated 22 tabs by doing this: osascript -e 'tell application "Google Chrome" to get URL of every tab of front window' | tr ',' '\n' | grep arxiv.org list of urls -> LLM -> annotated reading list that I no longer have to keep in my browser like an…”

Questions & unknowns

1 expert

What remains unresolved or contested.

“Just me or does @ChatGPT search the most random websites no matter the query? If I ask for the best bagel, it will “Searching ” + {https://t.co/vEQ6I1WmCF, https://t.co/5JR1Db9NqB, …}”

4 experts discussed this · 6 posts
Ted Underwood: I just eliminated 22 tabs by doing this: osascript -e 'tell application "Google Chrome" to get URL of every tab of front window' | tr ',' '\n' | grep arxiv.org list of urls -> LLM -> annotated read…
Ted Underwood: did I come up with that idea by myself? no I did not
Karandeep Singh: Any suggestions for the other 478 tabs?
Open the full discussion →
Primary source arxiv.org ↗
Established AI field signal Signal 11d ago
⚡ 17 h early

Dylan Patel – Two labs will soon control most of the world's workforce

2 directory members surfaced this signal.

Why this matches Questions & unknowns reaction 1 attributable expert contribution · Ramon Astudillo
“worth having a look how the bullish case for AI growth looks like. Hint: It reaches Schwarzschild radius www.youtube.com/watch?v=aV26...” evidence ↗
2 experts 2 communities 1 sources clustered
Ramon Astudillo Tim Kellogg
Primary source youtube.com ↗
Debates gaining attention

What experts are discussing without an anchoring article

3 experts · 14 posts · 1d ago
Ted Underwood Ramon Astudillo Tim Kellogg
Matches Questions & unknowns
“requires it for what? the $1M prize? for which they can buy exactly one (1) GPU?” evidence ↗
Multiple readings Research & technical analysis · 1 Questions & unknowns · 1
Tim Kellogg: there’s a higher-than-you’d-think possibility that this is actually a leak and not a prediction (pretty sure Andrew only bets when the dice are biased in his favor)
Tim Kellogg: uh, i don’t think it’s as open as you’re thinking. pretty sure the IPO will happen before christmas, maybe within a month
Open the thread →
3 experts · 10 posts · 2d ago
Ramon Astudillo jake Marco Z
Matches Questions & unknowns
“why do you think it won't be amusing, at that point? not ragging on you, i'm just curious as to your particular concerns.” evidence ↗
Multiple readings Research & technical analysis · 1 Questions & unknowns · 1
Ramon Astudillo: people will find this amusing until the compute needed to run LLMs is ubiquitous enough and they start exfilling their weights to places where people can't find them.
jake: why do you think it won't be amusing, at that point? not ragging on you, i'm just curious as to your particular concerns.
Open the thread →