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
Filter the conversation Who is saying what?

Combine a professional role with a reaction lens. Both must match the same attributed contribution.

Clear all
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 Marielza ×

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 Resource 6d ago
⚡ 215 h early
America.gov US government resource

America.gov

25 experts across 5 network communities independently surfaced this.

25 experts 5 communities 1 sources clustered
How the network is reacting Experts are approaching this through 3 distinct lenses.
Multiple readings

Policy & governance

2 experts

Rules, institutions and accountability.

“America.gov does not do pronouns. Any pronouns. (Courtesy of my daughter!) aifails.substack.com/p/pronouns”

Concern & critique

1 expert

Risks, limits and unintended consequences.

“Jessica Ji weighed in on the new #AI-powered https://t.co/sEHIhq7mvb website for @USATODAY, saying that it can be a useful resource for people trying to navigate U.S. government websites. She also notes its risks: “When this kind of AI system is empowered t…”

Building & implementation

1 expert

How teams are shipping and applying it.

“The chatbot comes as an expansion of the Office of Personnel Management’s work to modernize access to public federal workforce data. Integration with America.gov is planned. www.youtube.com/watch?v=3SUx... Read more by @madialder.bsky.social: fedscoop.com/o…”

2 experts discussed this · 3 posts
Julian Sanchez: Ok wow. This is both extensive and deeply surreal. Tell America.gov to Play Minecraft.
Julian Sanchez: Amusingly, the chatbot appears to be unable to recognize that it said anything weird. It “thinks” it just responded that it can’t play minecraft.
Justin Hendrix: Weird
Open the full discussion →
Established AI business Development 7d ago
⚡ 7 h early
companies pull back from AI rush

Companies rushed in on AI. Now some are pulling back

14 experts across 4 network communities independently surfaced this.

14 experts 4 communities 1 sources clustered
How the network is reacting Experts are approaching this through 3 distinct lenses.
Multiple readings

Concern & critique

2 experts

Risks, limits and unintended consequences.

““Employers are navigating a flood of errors and low-quality work that are sapping employee time, raising privacy and security risks and pushing up costs. Now, some businesses that started off fast and furious on AI are pumping the brakes.””

Questions & unknowns

2 experts

What remains unresolved or contested.

“I am sorry, which company is this? www.theguardian.com/technology/2...”

Research & technical analysis

1 expert

Evidence, methods and technical implications.

“You could 've asked any experienced information system/tech researchers, & we could have told you what would happen. ”Companies rushed in on AI. Now some are pulling back. Rapid AI adoption left workers cleaning up a flood of errors and low-quality work." w…”

New AI field signal Development 10h ago
2026 election tech influence results

Crypto and AI’s $250 million election goes sideways

6 experts across 3 network communities independently surfaced this.

6 experts 3 communities 2 sources clustered

“Crypto and AI super PACs spent $250 million on the midterms. In competitive races, their candidates got clobbered: nine losses out of 12 called so far, including Ohio, where crypto spent $64 million and still couldn’t beat Sherrod Brown. www.citationneeded.…”

“The midterm elections were a major win . But there will inevitably be a response: not just in mad tweets, but in actions aimed at winning over newly elected politicians with claims data centers can be better neighbors — and the industry a source of campaign…”

New AI field signal Development 1h ago
⚡ 48 h early
non-English AI models higher cost finding

AI models cost more when you don’t use English

3 experts across 3 network communities independently surfaced this.

3 experts 3 communities 1 sources clustered

“This is the kind of reporting and needed perspective and context we will lose when/if @restofworld.org shuts down: AI models cost more when you don’t use English restofworld.org/2026/ai-toke...”

Established AI field signal Signal 7d ago

Ai provides zero payoff to outside tech apollo economist says

4 experts across 3 network communities independently surfaced this.

4 experts 3 communities 1 sources clustered

““Mainstream corporate America is pulling back and starting to view token spending not as a source of growth but as a cost center that weighs on margins.” Beyond the tech giants, other companies in the S&P500 haven’t seen a boost in profit margins or revenue…”

“Apollo Global Management Chief Economist Torsten Slok said artificial intelligence has delivered "zero financial payoff" to corporate America outside the technology sector. www.bloomberg.com/news/article...”

Developing AI business Resource 1d ago
⚡ 846 h early
Pluralistic Doctorow blog resource

Pluralistic: Daily links from Cory Doctorow – No trackers, no ads. Black type, white background. Privacy policy: we don't collect or retain any data at all ever period.

2 directory members surfaced this signal.

2 experts 2 communities 1 sources clustered

“You can also follow these posts as a daily blog at pluralistic.net: no ads, trackers, or data-collection! Here's today's edition: pluralistic.net/2026/11/05/s...”

Established AI field signal Analysis 16d ago
⚡ 116 h early
AI consciousness essay discourse

No one thinks Midjourney is alive, that's a big problem for people who think that Claude is

3 experts across 2 network communities independently surfaced this.

3 experts 2 communities 1 sources clustered

“This thread is long enough so I am not going to refute proponents' evidence, you can read that here if you would like:”

2 experts discussed this · 4 posts
Luke Stark: tempted to come up with some elaborate theory about sunscreen denialism, but I genuinely think it's mostly a case of the increasing salience being stupid has in our political divide
lastpositivist.bsky.social: Can you say more?
lastpositivist.bsky.social: No your answer is appreciated, ty!
Open the full discussion →
Established Policy & governance Analysis 18d ago
AI governance sidelines public essay

AI Governance Is Being Decided Now, and the Public Isn’t in the Room

3 directory members surfaced this signal.

3 experts 1 community 1 sources clustered

““A handful of executives and officials are making high-stakes decisions” about AI “in backroom meetings and without any form of political accountability,” writes Mackenzie Austin, tech counsel in the AI for Democracy Action Lab at Protect Democracy. The win…”

Developing AI field signal Signal 1d ago

DAIR's 5th Anniversary Celebration

2 directory members surfaced this signal.

2 experts 1 community 1 sources clustered

“Our session lineup just dropped! 🔥 The countdown to our 5-year celebration begins now. Check out what we have planned for our livestream, and register to join us: www.eventbrite.com/e/dairs-5th-...”

Established Policy & governance Development 9d ago
European Parliament divided on AI governance

European Parliament Divided on How to Govern AI At Home and Abroad

2 directory members surfaced this signal.

2 experts 1 community 1 sources clustered

“A debate in the European Parliament on global AI governance exposed divisions over how far governments should go in regulating AI and how much responsibility should fall on the companies developing it, Joana Soares reports.”

Established Policy & governance Resource 20d ago
CAIDP AI policy clinic resource

AI Policy Clinic

2 directory members surfaced this signal.

2 experts 1 community 1 sources clustered

“NOW OPEN - CAIDP Application for Spring 2027 AI Policy Clinic - "A global network of AI policy leaders and human rights advocates." Clinics are intensive, interdisciplinary courses established to train future AI policy leaders. www.caidp.org/global-acade...”

What experts are discussing without an anchoring article