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.

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Showing signals surfaced by Shannon Vallor ×

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 AI field signal Signal 10d ago
⚡ 7 h early

Using AI for just 10 minutes erodes your ability to persist at hard things - Berkeley News

13 experts across 4 network communities independently surfaced this.

Why this matches Concern & critique reaction 1 attributable expert contribution · Erin Kissane
“As someone with deep concerns about every aspect of AI, I would like to see the math part of this study run with a calculator or a search engine in place of a chatbot to help disambiguate what is new here. news.berkeley.edu/2026/10/09/u...” evidence ↗
13 experts 4 communities 1 sources clustered
3 experts discussed this · 4 posts
Hypervisible : 🤷🏿‍♂️
evacide: I cannot overstate how much I have built my entire personality around persisting at hard things, which may help to explain why I find rarely find AI tools to be useful.
Hypervisible : Same! I don’t think I’m overstating things to say part of the project with these tools is to sap our wills.
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Established AI field signal Development 4d ago
⚡ 8 h early
Character.ai bankruptcy documents reveal

Character.ai's Bankruptcy Documents Show the Economics of AI Don't Work

9 experts across 3 network communities independently surfaced this.

Why this matches Concern & critique reaction 1 attributable expert contribution · Alexander Howard
“The circumstances of CharacterAI’s bankruptcy “are exactly what critics of AI have been saying would happen”— @jasonkoebler.bsky.social They, lit money on fire running its product, did not earn much revenue, & faced huge legal fees after causing harm. Enshi…” evidence ↗
9 experts 3 communities 1 sources clustered
How the network is reacting 3 experts are independently emphasizing policy & governance.
Reaction converging

Policy & governance

3 experts

Rules, institutions and accountability.

“Character[.]ai financials: - $13.8m on compute a month, then $10m a month - bringing in $2.8m in subscriptions, sometimes less than $1m - revenue from all sources $5.3m a month Its bankruptcy shows the economics of AI don't work: www.404media.co/character-a…”

Concern & critique

1 expert

Risks, limits and unintended consequences.

“The circumstances of CharacterAI’s bankruptcy “are exactly what critics of AI have been saying would happen”— @jasonkoebler.bsky.social They, lit money on fire running its product, did not earn much revenue, & faced huge legal fees after causing harm. Enshi…”

2 experts discussed this · 2 posts
Joseph Cox: Character[.]ai financials: - $13.8m on compute a month, then $10m a month - bringing in $2.8m in subscriptions, sometimes less than $1m - revenue from all sources $5.3m a month Its bankruptcy shows…
SwiftOnSecurity: GenZ has no money to goon
Dr J. Rosenbaum: Character[.]ai financials: - $13.8m on compute a month, then $10m a month - bringing in $2.8m in subscriptions, sometimes less than $1m - revenue from all sources $5.3m a month Its bankruptcy shows…
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What experts are discussing without an anchoring article

2 experts · 45 posts · 10d ago
Matches Concern & critique
“If one refuses to consider tests for these qualities, then one isn't arguing, one is just making blank assertions from biases and motivated reasoning” evidence ↗
Shared emphasis Questions & unknowns · 2
Singularity's Bounty e/cc: The strongest statement I make is "I don't know" and I've never been proven wrong yet
Singularity's Bounty e/cc: Are there really? I see some people speculating or positing consciousness but I don't see many people making that as a bold assertion It may be my moots are more restrained
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2 experts · 3 posts · 20d ago
Matches Concern & critique
“Because the discourse is making us all crazy, look upon the face of a dog more blessed than any human, for she has never heard the word superintelligence” evidence ↗
Shannon Vallor: Because the discourse is making us all crazy, look upon the face of a dog more blessed than any human, for she has never heard the word superintelligence
Shannon Vallor: woke is when naptime ends and I open the crate. What else could it possibly mean?
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