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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The developments commanding sustained expert attention

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

New AI field signal Signal 4h ago

Ai silicon valley

9 experts across 3 network communities independently surfaced this.

9 experts 3 communities 1 sources clustered
2 experts discussed this · 2 posts
Eryk Salvaggio: This is a good succinct summary of the intelligence-as-ideology effects I’ve also been talking about lately (Gift Link): www.nytimes.com/2026/09/05/o...
tweety fish: This is a good succinct summary of the intelligence-as-ideology effects I’ve also been talking about lately (Gift Link): www.nytimes.com/2026/09/05/o...
tweety fish: the amount of begging the question that has infected the discourse top to bottom when new models come out is uh well it's not my favorite
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Established AI field signal Signal 20d ago
⚡ 15 h early

Student writing essays ai

11 experts across 4 network communities independently surfaced this.

11 experts 4 communities 1 sources clustered
2 experts discussed this · 6 posts
Hypervisible : “Writing builds our working memory, executive planning skills and metacognition — the ability to think about our thinking, weigh alternate viewpoints and revise for clarity and style. It takes deca…
Hypervisible : The extent to which these companies (and the people who represent them) are actively hostile to students cannot be overstated. “Students need to write well enough to have a sense of which A.I. text…
Hypervisible : This statement is so egregiously bad I wish the journalist included the original quote instead of paraphrasing.
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Developing AI field signal Analysis 1d ago
⚡ 6 h early
essay how to talk AI

How to talk about

11 experts across 2 network communities independently surfaced this.

11 experts 2 communities 1 sources clustered

“A good rule of thumb: If the press release (or stenographic news reporting masquerading as journalism) says that an "AI" did something, that's deliberate obfuscation. Software doesn't do anything of its own accord, but folks sure like to talk about it as if…”

“Instead of railing against the latest “I asked Claude” article in a mainstream publication, I’ll just post this.”

2 experts discussed this · 16 posts
Emily M. Bender: So many conversations where otherwise serious people throw around the term "AI" without defining it, despite it being notoriously ill-defined. Thinking about why this might be >>
Emily M. Bender: In some cases, no doubt, the speaker fully believes that autonomous thinking machines are among us. (Though I said "otherwise serious people" in the prev post, so.) >>
Emily M. Bender: In other cases, I suspect that people feel like they lack the expertise to call bullshit and are repeating what they hear others say. >>
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Established Agents & robotics Signal 11d ago
⚡ 39 h early

Russia drones autonomous ai kill ukraine war

11 experts across 2 network communities independently surfaced this.

11 experts 2 communities 1 sources clustered
Established AI field signal Analysis 4d ago
⚡ 8 h early
tech-forward future skepticism essay

The Future Is Not Tech-Forward

7 experts across 3 network communities independently surfaced this.

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

Policy & governance

1 expert

Rules, institutions and accountability.

“This essay talks about the left's vision for technology, the "alliance" between left and right-wing anti-data center movements, politics of refusal, democratic control over the AI infrastructure buildout, China, industrial policy, and more. www.thetechbubbl…”

Building & implementation

1 expert

How teams are shipping and applying it.

“Note “the possibility of communities forming compacts that establish minimum terms for data center development, allowing them to prevent firms from playing various jurisdictions against one another in a race to the bottom.” www.thetechbubble.info/p/the-futu…”

Research & technical analysis

1 expert

Evidence, methods and technical implications.

“surfacing for a minute to point out this good piece by @edwardongwesojr.com > Refusal is not just some impotent act of nostalgia, and the extent to which we think so is a measure of our contempt for the prospect of taking democratic politics seriously.”

Established AI field signal Signal 18d ago
⚡ 6 h early

Subtlefakes: Slightly Altered Nonconsensual AI Images Are Taking Over X

6 experts across 4 network communities independently surfaced this.

6 experts 4 communities 1 sources clustered
Developing AI field signal Signal 1d ago

papers.ssrn.com

4 experts across 2 network communities independently surfaced this.

4 experts 2 communities 1 sources clustered
Established Compute & infrastructure Analysis 3d ago
⚡ 6 h early
system from nowhere essay

The System From Nowhere

6 experts across 2 network communities independently surfaced this.

6 experts 2 communities 1 sources clustered
How the network is reacting Experts are approaching this through 3 distinct lenses.
Multiple readings

Concern & critique

1 expert

Risks, limits and unintended consequences.

““When we say “AI models went rogue,” we skip the entire story: the part where OpenAI manually removed the model's cybersecurity blocks. We skip that OpenAI chose to test it on a machine with a live network connection.” mail.cyberneticforests.com/the-system-…”

Research & technical analysis

1 expert

Evidence, methods and technical implications.

“The System From Nowhere is a media problem: What (the system) is optimized to do; what training data shapes it; what counts as a valid response: these are mechanisms put in place by human decisions. Good reporting on AI would discuss them. Instead, they “no…”

Questions & unknowns

1 expert

What remains unresolved or contested.

“"We're told that AI did something, and journalists don't have to wade into why or how. It lets them cover a story without raising technically complicated questions...or confusing questions about the way they’re built and why they are built that way." mail.c…”

2 experts discussed this · 6 posts
Eryk Salvaggio: “Nobody is losing control of an emerging intelligence. They’re redirecting their own agency to the thing they are building.” It’s a myth, a self-affirming form of sense making: they take the action…
Eryk Salvaggio: The myth erases the origins of these models — reframing them as beyond human control or design — but a point of view accumulates within the model from the decisions engineers make about it. The myt…
Dr Heidy Khlaaf (هايدي خلاف): “Nobody is losing control of an emerging intelligence. They’re redirecting their own agency to the thing they are building.” It’s a myth, a self-affirming form of sense making: they take the action…
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Established Culture, work & education Analysis 5d ago
⚡ 116 h early
joyless decadence culture essay

Why does everything feel so joyless? Welcome to the age of decadence without pleasure | Michèle Mendelssohn and Charlie Tyson

5 experts across 2 network communities independently surfaced this.

5 experts 2 communities 1 sources clustered

““There is no pleasure or pain for an AI, no skin in the game,” the philosopher Carissa Véliz writes in her recent #book Prophecy. As a result, an AI “cannot care, and therefore cannot value”. #authors www.theguardian.com/us-news/ng-i...”

““But whereas des Esseintes’s withdrawal is an immersion into the subtleties of sensation, Johnson’s ‘Don’t Die’ movement treats the delights of the senses as suspect, even fatal.” www.theguardian.com/us-news/ng-i...”

4 experts discussed this · 21 posts
Pavel: Tomato and pineapple are both sweet and acidic fruit, making it theoretically possible to create a pineapple sauce that performs the same role as tomato sauce.
Abstract Tesseract: lasagna but it's penne-apple-pineapple-penne
Pavel: I promise I am researching this solely for science and not to create the most cursed pizza imaginable
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Established Compute & infrastructure Signal 5d ago
⚡ 43 h early

Data centers ai populism

5 directory members surfaced this signal.

5 experts 1 community 1 sources clustered
Established Policy & governance Signal 20d ago

Ai slop lawmakers congress

6 experts across 2 network communities independently surfaced this.

6 experts 2 communities 1 sources clustered

“I made jokes about this on twitter years ago and now it’s actually happening www.politico.com/news/2026/08...”

“Bad content drives out good, painfully close to home edition. www.politico.com/news/2026/08...”

Established AI field signal Signal 8d ago
⚡ 17 h early

63e8a4f3 7c18 4ddc b3b7 e472159a7adf

3 experts across 3 network communities independently surfaced this.

3 experts 3 communities 1 sources clustered

“Those “who own our algorithms, who own our cable news networks . . . they and their platforms are engineering our emotions so they can profit off our pain. They are selling us conflict, and they’re calling it connection.” www.ft.com/content/63e8...”

Established AI field signal Signal 15d ago
⚡ 176 h early

Ai chatbots internet communication loops

4 experts across 3 network communities independently surfaced this.

4 experts 3 communities 1 sources clustered

““When two A.I. systems interact, particularly ones powered by the same large language models, they may miss each other’s errors and eventually amplify them. They are just sharing the same blind spots” www.nytimes.com/2026/08/14/m...”

“www.nytimes.com/2026/08/14/m... Just read an article about this”

Established Culture, work & education Analysis 19d ago
⚡ 13 h early
NYT opinion never write with AI

Opinion | I’m Begging You: Never Write With A.I.

5 experts across 2 network communities independently surfaced this.

5 experts 2 communities 1 sources clustered
How the network is reacting Experts are approaching this through 2 distinct lenses.
Multiple readings

Concern & critique

2 experts

Risks, limits and unintended consequences.

“As LLM text “becomes ubiquitous, it undermines not only our individual ability to write but also a society’s collective ability to reason, a culture’s inner capacity to create and everyone’s reason to care.” www.nytimes.com/2026/08/04/o...”

Questions & unknowns

1 expert

What remains unresolved or contested.

“"The link between broad-based literacy and the rise of democracy is well known:…What happens when the process goes into reverse? When people lack the patience to absorb arguments…[or] the ability to contradict those arguments because they’ve never honed..th…”

Established Policy & governance Signal 3d ago

Wake up call for congress lawmakers get big brother warning on ai

3 experts across 2 network communities independently surfaced this.

3 experts 2 communities 1 sources clustered
2 experts discussed this · 2 posts
Frank Pasquale: “Today, anyone with access to a frontier AI model can buy your data from a broker and reconstruct an intimate picture of your life, including your location, your purchases, your browsing history, a…
Marielza: "Besides building troves of personal information gleaned from commercial databases, the dossiers offer advice on potential ways to blackmail, coerce or stalk the individual..." 😱
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Developing Policy & governance Development 1d ago
twelve US state companion bot laws

What 12 State ‘Companion Bot’ Laws Demand of AI Providers

4 directory members surfaced this signal.

4 experts 1 community 2 sources clustered
How the network is reacting Experts are approaching this through 2 distinct lenses.
Multiple readings

Concern & critique

1 expert

Risks, limits and unintended consequences.

“Twelve states now have "companion bot" laws aimed at reducing risks, particularly for minors. Danny Tobey, Ashley Carr, and Michael Atleson of DLA Piper analyze the substantive provisions and identify four overarching principles for AI providers. buff.ly/qt…”

Policy & governance

1 expert

Rules, institutions and accountability.

““Washington’s law goes furthest by requiring providers to prevent chatbots from expressly representing themselves as human to any user, whereas this requirement exists in several other states only for minor users.” techpolicy.press/what-12-stat...”

New Agents & robotics Signal 12h ago

Why humanoid robots wont catch up

2 directory members surfaced this signal.

2 experts 2 communities 1 sources clustered

“"Humanoid robots won’t face exactly the same deployment challenges as autonomous vehicles. For example, a mistake by a humanoid robot may be less likely to kill someone. But a lot of the same bottlenecks apply to both types of robots." www.understandingai.o…”

“@gayestgaymer1 @sethlazar Yes, @chi_t_williams and I literally published five articles about the state of robotics (including humanoid robotics) in the last week. I suggest starting here. https://t.co/KVbCSf8UHa”

Established AI field signal Analysis 10d ago
⚡ 580 h early
AI not replacing software engineers essay

Why AI hasn’t replaced software engineers, and won’t

4 experts across 2 network communities independently surfaced this.

4 experts 2 communities 1 sources clustered
How the network is reacting Experts are approaching this through 2 distinct lenses.
Multiple readings

Policy & governance

1 expert

Rules, institutions and accountability.

“And a few examples of my public writing on AI's impacts on institutions and professions: - Legal services: www.normaltech.ai/p/ai-wont-au... - Software engineering: www.normaltech.ai/p/why-ai-has... - Science: www.normaltech.ai/p/could-ai-s...”

Building & implementation

1 expert

How teams are shipping and applying it.

““We can think of many kinds of knowledge work, including software development, as a “decide-execute-deliver sandwich”. AI compresses the “execute” layer…but the other two layers resist automation in a way that will not be overcome by capability improvements…”