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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Posts are grouped by conversation and tone. Select a lens to filter the stream; these are never permanent labels on people.

Building & implementation Concern & critique Policy & governance
1 live reaction map in this view Jump to the evidence ↓
Multiple readings America.gov Policy & governance · 4 attributable reactions
Showing signals surfaced by Marielza ×
New & accelerating

What is moving across the network now

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

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
Chris Brockett Marielza Jeff (Gutenberg Parenthesis) Jarvis

“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...”

Primary source restofworld.org ↗
New AI field signal Development 9h 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
Molly White Paris Marx Marielza VE, cybersocial occult investigator Neil Turkewitz Stefanie Hane

“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…”

Primary source citationneeded.news ↗ disconnect.blog ↗
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
Mark Riedl CSET Georgetown Chris Brockett Lightspeed Marielza Sasha Costanza-Chock Karl Bode lastpositivist.bsky.social +17
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 →
Primary source america.gov ↗
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
Marielza By Cory Doctorow (GPG 0xBF3D9110957E5F4C)

“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...”

Primary source pluralistic.net ↗
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
Marielza The Distributed AI Research (DAIR) Institute

“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-...”

Primary source eventbrite.com ↗