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.

2,373 searchable experts 3,451 tracked across all sources
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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.

The developments commanding sustained expert attention

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

New Culture, work & education Development 21h ago
⚡ 4 h early
Cocomelon studio mandates AI experimentation

Cocomelon's Studio Tells Its Artists to Start Experimenting With AI

6 experts across 2 network communities independently surfaced this.

6 experts 2 communities 1 sources clustered

“Moonbug Entertainment, which makes Cocomelon, Blippi, and other popular content for children, says it will begin using AI but will always have a 'human in the loop.' www.404media.co/cocomelons-s...”

“New: the studio behind Cocomelon is telling its artists to start using AI, according to documents seen by 404 Media. Moonbug, the studio that makes Cocomelon, one of the most important children's entertainment studios on the planet www.404media.co/cocomelon…”

New Culture, work & education Research 4h ago
⚡ 55 h early
Pew Research Americans AI views 2026

Americans and AI 2026: Chatbots, Smart Devices and Views on Impact

6 experts across 3 network communities independently surfaced this.

6 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.

“~50% of people (in the US) use LLMs regularly, and this has only been increasing more over time. These products are already somewhat ingrained in society, and informing people about the risks and issues with tools that they are attached to does not work if …”

Opportunity & adoption

1 expert

New capabilities, benefits and practical upside.

“"More Americans are using chatbots, and some are adopting AI summaries and smart speakers. But views about AI and how fast it’s advancing tilt negative – even for younger adults" www.pewresearch.org/internet/202...”

Developing Policy & governance Resource 1d ago
⚡ 8 h early
Berkeley Law AI policy resource

Artificial Intelligence Policy

5 experts across 3 network communities independently surfaced this.

5 experts 3 communities 1 sources clustered
How the network is reacting 2 experts are emphasizing policy & governance.
Shared emphasis

Policy & governance

2 experts

Rules, institutions and accountability.

“UC Berkeley Law's new AI policy seems close to this. "This policy...[forbids the use of AI] to conceptualize, outline, draft, revise, and edit their work...for credit. It also forbids using AI to translate work [and] in any exam situation." www.law.berkeley…”

4 experts discussed this · 8 posts
Jane Rosenzweig: Every time I read a university leader saying that trying to create spaces where AI is not used is a way of pretending it doesn't exist, I wonder what benefit there is to drawing this false line. Wh…
Jane Rosenzweig: If one of my students wrote this piece, I would ask for evidence that the places named--Chicago and Berkeley--are pretending AI doesn't exist or trying to make it go away. This is the Berkeley poli…
Jane Rosenzweig: Would be great to stop having this debate and instead really dig into what should go in the curriculum, with or without AI, so that we can meet this moment in a way other than trying to hang on to …
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New AI field signal Development 14h ago
⚡ 705 h early
open letter AI academia adoption

Open Letter: Stop the Uncritical Adoption of AI Technologies in Academia

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

Building & implementation

1 expert

How teams are shipping and applying it.

“"The goal of academic training is not to solve problems as efficiently and quickly as possible, but to develop skills for identifying and dealing with novel problems, which have never been solved before." openletter.earth/open-letter-... @olivia.science”

Opportunity & adoption

1 expert

New capabilities, benefits and practical upside.

“Open Letter: Stop the Uncritical Adoption of AI Technologies in Academia It's been a year & people tell me they've changed their mind, feel safer now to sign, etc. So I'm sharing it again for them. We're almost at 2k & anybody from anywhere can add their na…”

2 experts discussed this · 19 posts
Iris van Rooij: I am responsible for the academic skills line in our AI programme and I think part of the 26/27 curriculum needs to be to help students understand that all those “AI assistants” that publishers and…
Iris van Rooij: Sadly, we need to teach students now that, in contrast to computers >3 years ago, the current software is actively designed to offer them slop, desinformation, and deskilling. >>
Iris van Rooij: As if learning academic skills was not hard enough, it is now made actively harder by all the bloated “clippies”. Students need to learn and understand that part of growing to be an academic in the…
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Developing Culture, work & education Development 1d ago
⚡ 6 h early
US school districts impose AI moratoriums

America’s Two Largest School Districts Impose AI Moratoriums

5 experts across 2 network communities independently surfaced this.

5 experts 2 communities 1 sources clustered
How the network is reacting 2 experts are emphasizing policy & governance.
Shared emphasis

Policy & governance

2 experts

Rules, institutions and accountability.

“NYC and LA just restricted AI in classrooms, and in both cities the parents and teachers who pushed for it are celebrating. Tech Policy Press fellow Chris Mills Rodrigo reports on the grassroots movement resisting the rush to adopt AI in schools.”

New Culture, work & education Development 8h ago
⚡ 8 h early
Amazon Mechanical Turk platform closes

Mechanical Turk is Closing. The Workers Who Built AI Are Still Here

3 directory members surfaced this signal.

3 experts 1 community 2 sources clustered

“Data workers will lose vital income when Amazon's Mechanical Turk shuts down. Krystal Kauffmann calls for lawmakers to protect AI's hidden workforce. buff.ly/qOfG2tu”

“Wow: www.techpolicy.press/mechanical-t...”

New Culture, work & education Analysis 11h ago
⚡ 5 h early
Labor Day AI fair employment prescription

A Labor Day Prescription for Preserving Fair Employment in the Digital Age

2 directory members surfaced this signal.

2 experts 1 community 1 sources clustered
How the network is reacting 2 experts are emphasizing policy & governance.
Shared emphasis

Policy & governance

2 experts

Rules, institutions and accountability.

“AI hiring tools can reject qualified people "for reasons no one—including the employer—can adequately explain," warns NYU School of Law senior affiliated research scholar and former EEOC chair Charlotte A. Burrows. She says gutting disparate impact law make…”

New Culture, work & education Research 23h ago
Microsoft GPT-4 AGI sparks paper

Sparks of Artificial General Intelligence: Early experiments with GPT-4 - Microsoft Research

1 directory member surfaced this signal.

1 expert 1 community 1 sources clustered

“Sparks of AGI was a remarkably prescient paper that got a lot of pushback at the time, but absolutely sensed where the vibes were heading with LLMs based on a lot of qualitative experiments. It deserves credit in retrospect. www.microsoft.com/en-us/resear...”

Developing Culture, work & education Analysis 1d ago
AI education evidence production critique

The problem with evidence production on AI in education | code acts in education

2 directory members surfaced this signal.

2 experts 2 communities 1 sources clustered

“Academic research measuring AI effects in education is appallingly biased already. New industry initiatives promise to hand research authority to big tech and construct even more problematic infrastructures for knowledge production on AI in education codeac…”

New Culture, work & education Signal 5h ago

Speak for Me: Giving LLMs the Situational Awareness to Participate in a Meeting

1 directory member surfaced this signal.

1 expert 0 communities 1 sources clustered

“Speak for Me: Giving LLMs the Situational Awareness to Participate in a Meeting Muneeb Khan, Frederic Kirstein, Terry Ruas, Bela Gipp https://t.co/aWOLwrMie3 [𝚌𝚜.𝙰𝙸 𝚌𝚜.𝙲𝙻] 💬Accepted at EMNLP 2026 Main https://t.co/BHfdbuF9cy”

New Culture, work & education Signal 7h ago

Inferring Affective Consciousness in an Artificial Agent: A Case Study

1 directory member surfaced this signal.

1 expert 0 communities 1 sources clustered

“Inferring Affective Consciousness in an Artificial Agent: A Case Study Mark Solms, St John Grimbly, Bruce Bassett, Evert Boonstra, Rowan Hodson, Nicolas Kuske, Kival Mahadew, Benjamin Rosman, Charel van Hoof, Jonathan Shock https://t.co/sp4o2l6LUv [𝚌𝚜.𝙰𝙸 𝚚-…”

New Culture, work & education Research 9h ago
CauseCollab collaborative perception paper

CauseCollab: Causal Unified and Modality-Agnostic Network for Heterogeneous Collaborative Perception

1 directory member surfaced this signal.

1 expert 0 communities 1 sources clustered

“CauseCollab: Causal Unified and Modality-Agnostic Network for Heterogeneous Collaborative Perception Weize Li, Yang Li, Quan Yuan, Xiaoyuan Fu, Guiyang Luo, Jinglin Li https://t.co/oxhYXvkhX4 [𝚌𝚜.𝙰𝙸] 💬Accepted at ICML 2026 https://t.co/zRmKmHCMQ7”

New Culture, work & education Research 10h ago
creative AI model governance paper

Govern the Model, Not Only the Data: Storage, Circulation, and Learning in Creative AI

1 directory member surfaced this signal.

1 expert 0 communities 1 sources clustered

“Govern the Model, Not Only the Data: Storage, Circulation, and Learning in Creative AI Phoenix Perry, George Simms, Elizabeth Wilson, Yasmine Boudiaf, Nick Bryan-Kinns, Tega Brain, R. Luke DuBois, Alix Rule, Rachel Meade Smith, … https://t.co/uEAqO6cDYF [𝚌𝚜…”

New Compute & infrastructure Research 12h ago
AI energy data center paper

Artificial Intelligence for Energy Optimization in Data Centers

1 directory member surfaced this signal.

1 expert 0 communities 1 sources clustered

“Artificial Intelligence for Energy Optimization in Data Centers Mohammed Basharath Ullah, Summaiya Unnisa Begum, Mohammed Nadeem Ullah https://t.co/VJ9MjK7aK3 [𝚌𝚜.𝙰𝙸 𝚌𝚜.𝙻𝙶] https://t.co/zY1cH1c0Pn”

New Culture, work & education Research 21h ago
AI teaching assistant personalization paper

A Prompt-Engineering Approach to Develop Scalable, Flexible, and Real-Time Hybrid Micro-Level Personalization in a General Purpose AI Teaching Assistant

1 directory member surfaced this signal.

1 expert 0 communities 1 sources clustered

“A Prompt-Engineering Approach to Develop Scalable, Flexible, and Real-Time Hybrid Micro-Level Personalization in a General Purpose AI Teaching Assistant Saptarshi Basu, Sandeep Kakar, Ashok Goel https://t.co/L5NdbS7vzj [𝚌𝚜.𝙰𝙸] https://t.co/NfsjG7UdWP”

New Culture, work & education Research 22h ago
AI-driven English textbook implementation paper

Structure and Implementation of New Practical English Textbooks Driven by Artificial Intelligence

1 directory member surfaced this signal.

1 expert 0 communities 1 sources clustered

“Structure and Implementation of New Practical English Textbooks Driven by Artificial Intelligence Ya Wang, Lei Zhang, Xueguang Yang, Bo Chen https://t.co/ApLfbYZ6Go [𝚌𝚜.𝙰𝙸] https://t.co/8TN0DtDqmy”

What experts are discussing without an anchoring article

3 experts · 37 posts · 23h ago
Multiple readings Concern & critique · 1 Markets & investment · 1
Joey Politano🏳️‍🌈: very obvious why Canadians feel this way now but Americans still need to internalize how bad the PR damage of the last 2 years has been and how hard it is going to be to rebuild trust
Isaiah Bishop: i keep saying this, but like public statements and commitments from dems would mean a lot. its been hard to find ones that dont also sound incredibly craven about pricing
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3 experts · 28 posts · 20h ago
tweety fish: lol I mean come the fuck on man. Of course it fucking is. If you hate AI enough to avoid any software coded using it—fine! supportable! go with god!—then at least use a fucking modicum of critical …
tweety fish: “Wow this would probably take like a hundred+ hours of work if you weren’t using AI and is super polished and elaborate and was made and released on a lark, not going to think about that any furthe…
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