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 Building & implementation 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 Frank Pasquale ×

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 field signal Signal 20d ago
⚡ 15 h early

Student writing essays ai

11 experts across 4 network communities independently surfaced this.

Why this matches Building & implementation reaction 2 attributable expert contributions · Hypervisible , John Warner
““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 decades to develop writing skills, from toddlerhood into adultho…” evidence ↗
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.
Open the full discussion →
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.

Why this matches Building & implementation reaction 1 attributable expert contribution · Charles Logan
“I’m working with a librarian to develop a module for undergraduates about conducting research, and I’m once again grateful for this resource from @emilymbender.bsky.social and @nannainie.bsky.social:” evidence ↗
11 experts 2 communities 1 sources clustered

“I’m working with a librarian to develop a module for undergraduates about conducting research, and I’m once again grateful for this resource from @emilymbender.bsky.social and @nannainie.bsky.social:”

“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…”

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 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.

Why this matches Building & implementation reaction 1 attributable expert contribution · Frank Pasquale
“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…” evidence ↗
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 Compute & infrastructure Signal 5d ago
⚡ 43 h early

Data centers ai populism

5 directory members surfaced this signal.

Why this matches Building & implementation reaction 1 attributable expert contribution · Data & Society
“One way of reading the data center backlash "is as a many-headed protest against inevitability — about not just the technology itself but also the whole package of breakneck build-out, social disruption and insane wealth creation," writes @dwallacewells.bsk…” evidence ↗
5 experts 1 community 1 sources clustered
Established AI field signal Signal 8d ago
⚡ 17 h early

63e8a4f3 7c18 4ddc b3b7 e472159a7adf

3 experts across 3 network communities independently surfaced this.

Why this matches Building & implementation reaction 1 attributable expert contribution · Frank Pasquale
“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...” evidence ↗
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.

Why this matches Building & implementation reaction 1 attributable expert contribution · Jane Rosenzweig
“admissions industry in which families pay $$ for human help what that looks like if the applications are screened by non-humans. But more important, what kind of world are we building in which "the human voice on the phone that once was a reasonable expecta…” evidence ↗
4 experts 3 communities 1 sources clustered

“admissions industry in which families pay $$ for human help what that looks like if the applications are screened by non-humans. But more important, what kind of world are we building in which "the human voice on the phone that once was a reasonable expecta…”

““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...”

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.

Why this matches Building & implementation reaction 1 attributable expert contribution · Hypervisible
““Besides building troves of personal information gleaned from commercial databases, the dossiers offer advice on potential ways to blackmail, coerce or stalk the individual in question…”” evidence ↗
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..." 😱
Open the full discussion →
New Agents & robotics Signal 12h ago

Why humanoid robots wont catch up

2 directory members surfaced this signal.

Why this matches Building & implementation reaction 1 attributable expert contribution · Frank Pasquale
“"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…” evidence ↗
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.

Why this matches Building & implementation reaction 1 attributable expert contribution · Frank Pasquale
““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…” evidence ↗
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…”

Established Compute & infrastructure Analysis 15d ago
⚡ 1929 h early
data centers energy water resistance essay

Data Centers: Hungry. Thirsty. And not welcome.

2 directory members surfaced this signal.

Why this matches Building & implementation reaction 1 attributable expert contribution · Frank Pasquale
“Before GenAI, specialized AI "systems were rendering important services: cancer detection, prediction of extreme weather events, acceleration of drug development, to name just a few. These systems have little in common with gigantic data centers being prote…” evidence ↗
2 experts 1 community 1 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.

“"But won't my protest against data centers block the AI that cures cancer?" Don't worry; the chance is slim. That has to do with the difference between the generative AI driving the building boom and the specialized systems that actually detect cancer. doro…”

Building & implementation

1 expert

How teams are shipping and applying it.

“Before GenAI, specialized AI "systems were rendering important services: cancer detection, prediction of extreme weather events, acceleration of drug development, to name just a few. These systems have little in common with gigantic data centers being prote…”

Established AI field signal Signal 10d ago

7117ff02 d495 8f05 fa73a7a5c669

1 directory member surfaced this signal.

Why this matches Building & implementation reaction 1 attributable expert contribution · Frank Pasquale
““In May, 89 of the top 100 animated dramas on Douyin, ByteDance’s domestic Chinese version of TikTok, were AI productions” www.ft.com/content/7117... “In some cases, performers are being forced to “distil” their images, voices and performing styles into AI …” evidence ↗
1 expert 1 community 1 sources clustered

““In May, 89 of the top 100 animated dramas on Douyin, ByteDance’s domestic Chinese version of TikTok, were AI productions” www.ft.com/content/7117... “In some cases, performers are being forced to “distil” their images, voices and performing styles into AI …”

Established AI field signal Signal 6d ago

Julian Stallabrass, Ultra-Processed Images, NLR 160, July–August 2026

1 directory member surfaced this signal.

Why this matches Building & implementation reaction 1 attributable expert contribution · Frank Pasquale
““Paglen tracks what he rightly sees as an epoch-making development, which is superficially marked by the recent inability of people to reliably distinguish machine images from those made by cameras or humans” newleftreview.org/issues/ii160...” evidence ↗
1 expert 1 community 1 sources clustered

““Paglen tracks what he rightly sees as an epoch-making development, which is superficially marked by the recent inability of people to reliably distinguish machine images from those made by cameras or humans” newleftreview.org/issues/ii160...”