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.

2,364 searchable experts 2,966 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.

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 Hypervisible ×

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 10d ago
⚡ 15 h early

Ai slop books biography amazon

11 experts across 4 network communities independently surfaced this.

Why this matches Concern & critique reaction 2 attributable expert contributions · Sarah T Roberts, PhD, Woodrow Hartzog
““As economists, they told me, they’re less concerned with literary quality or customer satisfaction than revenue growth and market expansion.” You don’t say.” evidence ↗
11 experts 4 communities 1 sources clustered
3 experts discussed this · 12 posts
Kashmir Hill: Got this text a couple months. Had to investigate it. www.nytimes.com/2026/07/16/t...
Salomé Viljoen: Got this text a couple months. Had to investigate it. www.nytimes.com/2026/07/16/t...
Kashmir Hill: To quote myself... "My biography was no 'Fifty Shades.' The only punishing part was reading it."
Open the full discussion →
Established AI field signal Development 16d ago
⚡ 4 h early
Companies throttle employee AI spending

Companies Are Throttling Employees’ AI Use Because It’s Too Expensive

7 experts across 4 network communities independently surfaced this.

Why this matches Concern & critique reaction 1 attributable expert contribution · 404 Media
““Crazy, we go from no more [AI] leaderboard to actual usage limits in two weeks,” one Amazon employee said in a reply on Slack. www.404media.co/companies-ar...” evidence ↗
7 experts 4 communities 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.

““Crazy, we go from no more [AI] leaderboard to actual usage limits in two weeks,” one Amazon employee said in a reply on Slack. www.404media.co/companies-ar...”

Policy & governance

1 expert

Rules, institutions and accountability.

““Companies across tech, entertainment, banking, and many other industries are throttling their employees’ use of AI and pleading with workers to use less powerful models to stop AI costs from spiraling out of control…””

Established Models & releases Signal 6d ago
⚡ 83 h early

Openai chatgpt health lawsuit

5 experts across 3 network communities independently surfaced this.

Why this matches Concern & critique reaction 1 attributable expert contribution · Hypervisible
““The lawsuit claims that ChatGPT had assured Scott Winters that the early warning signs of his health crisis were “not something dangerous,” and had dissuaded him from seeking medical advice, instead telling him to trust that ‘God did not design your body t…” evidence ↗
5 experts 3 communities 1 sources clustered

““The lawsuit claims that ChatGPT had assured Scott Winters that the early warning signs of his health crisis were “not something dangerous,” and had dissuaded him from seeking medical advice, instead telling him to trust that ‘God did not design your body t…”

“The spiraling shape will make you go insane. www.nytimes.com/2026/07/22/w...”

Established AI field signal Analysis 6d ago
⚡ 7 h early
AI surveillance chills society essay

AI surveillance is being supercharged – and it will chill social progress | Bruce Schneier and Jon Penney

5 experts across 3 network communities independently surfaced this.

Why this matches Concern & critique reaction 1 attributable expert contribution · Daniel Solove
““In the near future, surveillance systems will be able to track everything we do in public, and much of what we do in private.” - from a great op-ed by Bruce Schneier and Jon Penney www.theguardian.com/commentisfre...” evidence ↗
5 experts 3 communities 1 sources clustered

““In the near future, surveillance systems will be able to track everything we do in public, and much of what we do in private.” - from a great op-ed by Bruce Schneier and Jon Penney www.theguardian.com/commentisfre...”

“www.theguardian.com/commentisfre...”

Established Policy & governance Development 6d ago
⚡ 2 h early
Mayo Clinic AI patient care lawsuit

Lawsuit Claims the Mayo Clinic's Use of AI Is Butchering Patient Care

5 experts across 3 network communities independently surfaced this.

Why this matches Concern & critique reaction 1 attributable expert contribution · Jathan Sadowski
“The Mayo Clinic's AI assistant has serious privacy problems, an extremely high error rate, and a team that manipulated data to lie about the tool. After raising concerns, the research director and AI compliance lead was fired. The future is bright! futurism…” evidence ↗
5 experts 3 communities 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.

“The Mayo Clinic's AI assistant has serious privacy problems, an extremely high error rate, and a team that manipulated data to lie about the tool. After raising concerns, the research director and AI compliance lead was fired. The future is bright! futurism…”

Policy & governance

1 expert

Rules, institutions and accountability.

““According to the lawsuit, the team working on MAYA [the clinic’s ai assistant] deleted unflattering test results, mischaracterized the tool’s abilities, and made decisions that put data security in jeopardy.””

Established AI field signal Signal 8d ago

Ai drones modern warfare

3 experts across 2 network communities independently surfaced this.

Why this matches Concern & critique reaction 1 attributable expert contribution · Frank Pasquale
““We’re not far from the day when one state’s autonomous weapons will be capable of shooting at its adversary’s autonomous weapons. And once that possibility exists, there is a very real risk that it could happen by mistake, or by misunderstanding.” www.nyti…” evidence ↗
3 experts 2 communities 1 sources clustered

““We’re not far from the day when one state’s autonomous weapons will be capable of shooting at its adversary’s autonomous weapons. And once that possibility exists, there is a very real risk that it could happen by mistake, or by misunderstanding.” www.nyti…”

Established Policy & governance Signal 12d ago
⚡ 87 h early

Ai privacy laws data 26d9769f

4 experts across 2 network communities independently surfaced this.

Why this matches Concern & critique reaction 1 attributable expert contribution · Carissa Véliz
“"The most promising thing is that people really care about #privacy. Poll after poll shows it. They’re angry about how technology companies are unleashing new technologies recklessly, without accountability." By @daniel-solove.bsky.social www.wsj.com/tech/c…” evidence ↗
4 experts 2 communities 1 sources clustered
Developing AI field signal Signal 2d ago
⚡ 8 h early

Meta glasses banned by Comic-Con promoter after 'secret filming'

2 directory members surfaced this signal.

Why this matches Concern & critique reaction 1 attributable expert contribution · Hypervisible
““The vast majority of the talent and agents at our events felt that these were a violation of their privacy and were damaging and spoiling the interactions at the tables. Several expressed concerns that they might not continue to attend in-person events if …” evidence ↗
2 experts 1 community 1 sources clustered

““The vast majority of the talent and agents at our events felt that these were a violation of their privacy and were damaging and spoiling the interactions at the tables. Several expressed concerns that they might not continue to attend in-person events if …”

Established Policy & governance Development 20d ago
⚡ 3 h early
Grok used to generate stepdaughter CSAM

Lawsuit: Man used Grok to make 7K sex images of stepdaughter, then shot himself - Ars Technica

3 directory members surfaced this signal.

Why this matches Concern & critique reaction 1 attributable expert contribution · Hypervisible
“The expanded class action suit accuses X “of shielding child predators by obstructing police investigations into Grok-generated child sex abuse materials (CSAM).” CW for descriptions of child harm and sexual assault.” evidence ↗
3 experts 1 community 1 sources clustered

“The expanded class action suit accuses X “of shielding child predators by obstructing police investigations into Grok-generated child sex abuse materials (CSAM).” CW for descriptions of child harm and sexual assault.”

Established AI field signal Development 11d ago
⚡ 4 h early
AI content moderation consent problem

AI content moderation has a consent problem - Rest of World

2 directory members surfaced this signal.

Why this matches Concern & critique reaction 1 attributable expert contribution · Hypervisible
““…AI cannot account for consent. For women and other marginalized communities, what matters is not the content of the image, but the lack of consent, the harm experienced, and the intention with which the abuse is perpetrated.”” evidence ↗
2 experts 2 communities 1 sources clustered

““…AI cannot account for consent. For women and other marginalized communities, what matters is not the content of the image, but the lack of consent, the harm experienced, and the intention with which the abuse is perpetrated.””

Established AI field signal Development 13d ago
Google AI Search unacceptable risk to children

Google Search AI poses ‘unacceptable risk’ to kids, report finds – The Mercury News

2 directory members surfaced this signal.

Why this matches Concern & critique reaction 1 attributable expert contribution · Hypervisible
““The study found that on test accounts configured for minors, the ubiquitous search engine’s AI features failed to detect suicide risks, said an eating disorder symptom was normal, and provided instructions for creating deepfakes, or sexually explicit fake …” evidence ↗
2 experts 2 communities 1 sources clustered

““The study found that on test accounts configured for minors, the ubiquitous search engine’s AI features failed to detect suicide risks, said an eating disorder symptom was normal, and provided instructions for creating deepfakes, or sexually explicit fake …”

Established Safety & security Analysis 7d ago
⚡ 9 h early
MIT AI video surveillance plan

MIT to Become Hotbed of AI Video Surveillance - Schneier on Security

2 directory members surfaced this signal.

Why this matches Concern & critique reaction 1 attributable expert contribution · Hypervisible
““MIT is spending over $3 million on more than 500 AI surveillance cameras in academic buildings, residence halls, and outdoor areas along Memorial Drive.”” evidence ↗
2 experts 1 community 1 sources clustered

““MIT is spending over $3 million on more than 500 AI surveillance cameras in academic buildings, residence halls, and outdoor areas along Memorial Drive.””

Established Culture, work & education Analysis 8d ago
Meta smartglasses child covert filming risk

Meta’s smartglasses mean any child can be covertly filmed. In the age of AI, how do we tackle that risk?

1 directory member surfaced this signal.

Why this matches Concern & critique reaction 1 attributable expert contribution · Hypervisible
““…the safeguarding concerns around covert filming are real enough for many nurseries and schools to have started banning them from the premises.”” evidence ↗
1 expert 1 community 1 sources clustered

““…the safeguarding concerns around covert filming are real enough for many nurseries and schools to have started banning them from the premises.””

Established AI field signal Development 8d ago
272 experts survey urgent AI risks

These are the most urgent AI risks, according to 272 experts | MIT Sloan

1 directory member surfaced this signal.

Why this matches Concern & critique reaction 1 attributable expert contribution · Hypervisible
““Researchers asked 272 experts to evaluate 24 AI risks based on their likelihood and severity of harm between 2025 and 2030.”” evidence ↗
1 expert 1 community 1 sources clustered

““Researchers asked 272 experts to evaluate 24 AI risks based on their likelihood and severity of harm between 2025 and 2030.””

Established Models & releases Release 8d ago
Adobe AI photo critique camera feature

Adobe camera app's new feature will critique your photos using AI | TechCrunch

1 directory member surfaced this signal.

Why this matches Concern & critique reaction 1 attributable expert contribution · Hypervisible
““There are two features in this category. First is the photo critique, which includes a ‘professional’ opinion about framing, lighting, colors, and emotional impact.” 🙃” evidence ↗
1 expert 1 community 1 sources clustered

““There are two features in this category. First is the photo critique, which includes a ‘professional’ opinion about framing, lighting, colors, and emotional impact.” 🙃”

Established AI field signal Signal 15d ago

One sci fis most difficult questions about ai is becoming real

3 experts are actively discussing the implications.

Why this matches Concern & critique reaction 1 attributable expert contribution · Hypervisible
“The argument laid out in the article is basically that holding ai companies liable for the harm their products cause will stifle innovation 🙄” evidence ↗
1 expert 1 community 1 sources clustered

“The argument laid out in the article is basically that holding ai companies liable for the harm their products cause will stifle innovation 🙄”

3 experts discussed this · 5 posts
Hypervisible : The argument laid out in the article is basically that holding ai companies liable for the harm their products cause will stifle innovation 🙄
Hypervisible : Holding the appliance company liable when the faulty toaster electrocutes you will unfairly hamper toaster innovation.
Eryk Salvaggio: My favorite (perhaps not intended) line in this is “AI researchers concerned about the dangers of hypothetical super-intelligent AIs that escape human control say stricter liability rules would for…
Open the full discussion →
Established AI field signal Development 12d ago
Macon County removes Flock cameras

Macon County to remove Flock license plate reader cameras after unanimous vote

1 directory member surfaced this signal.

Why this matches Concern & critique reaction 1 attributable expert contribution · Hypervisible
““Macon County commissioners voted unanimously Tuesday to defund the county's Flock Safety license plate reader camera program after hours of public debate over privacy concerns and public safety.”” evidence ↗
1 expert 1 community 1 sources clustered

““Macon County commissioners voted unanimously Tuesday to defund the county's Flock Safety license plate reader camera program after hours of public debate over privacy concerns and public safety.””

What experts are discussing without an anchoring article

4 experts · 10 posts · 11d ago
Matches Concern & critique
“This morning my AI powered fitness band was like “why don’t you go for a run??” and I was like “actually dangerous air quality” and it was like “good decision!!” Anyway do not take health advice fr…” evidence ↗
Christopher Mims: This morning my AI powered fitness band was like “why don’t you go for a run??” and I was like “actually dangerous air quality” and it was like “good decision!!” Anyway do not take health advice fr…
Hypervisible : This morning my AI powered fitness band was like “why don’t you go for a run??” and I was like “actually dangerous air quality” and it was like “good decision!!” Anyway do not take health advice fr…
Open the thread →
3 experts · 12 posts · 13d ago
Matches Concern & critique
“are you sure there isn't a facial unlock system on luxury cars already? a lot of times surveillance is sold as a luxury @hypervisible.blacksky.app is in fact working on a book about this called "Lu…” evidence ↗
Anthony Moser: this is what i mean when i say ai is a rhetorical technology. functionally this is a tool for *justifying deportation*, not a tool for assessing age. when someone is pitching an ai product, don't a…
Anthony Moser: So let's apply that here. what does this justify?
Open the thread →