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The Who's Who of AI

What credible people across AI noticed, why it matters, and where the field is converging or disagreeing.

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Showing developments with attributable Concern & critique reactions.

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Concern & critique Research & technical analysis Building & implementation
2 live reaction maps in this view Jump to the evidence ↓
Multiple readings Report – AI and Education Concern & critique · 2 attributable reactions Multiple readings Discovery of a new OpenAI agent message board Concern & critique · 3 attributable reactions
Showing signals surfaced by Ted Underwood ×
Most important

The developments commanding sustained expert attention

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

Established Culture, work & education Resource 8d ago
⚡ 39 h early
MIT AI education report published

Report – AI and Education

10 experts across 4 network communities independently surfaced this.

Why this matches Concern & critique reaction 1 attributable expert contribution · Jane Rosenzweig
“New MIT report on AI calls for less emphasis on grades, more on project-based learning, recognition that programs for undergraduate research assistants are educational experiences that should not be replaced even if AI agents can do the research for less $$…” evidence ↗
10 experts 4 communities 1 sources clustered
Maria Antoniak Ted Underwood Grace Lindsay Damien Williams Eileen Clancy 🧿 Nicole Hennig Elizabeth Bonawitz Derek Willis +2
How the network is reacting Experts are approaching this through 2 distinct lenses.
Multiple readings

Concern & critique

1 expert

Risks, limits and unintended consequences.

“New MIT report on AI calls for less emphasis on grades, more on project-based learning, recognition that programs for undergraduate research assistants are educational experiences that should not be replaced even if AI agents can do the research for less $$…”

Research & technical analysis

1 expert

Evidence, methods and technical implications.

“AI and Education- MIT’s Ad Hoc Committee on AI Use in Teaching, Learning, and Research Training aiandeducation.mit.edu/report/ #AI #education (very comprehensive & foundational)”

3 experts discussed this · 21 posts
Ted Underwood: MIT report is superb. It acknowledges disruption, concedes different disciplines will handle this differently, foregrounds people and social interaction — but also says something obvious I had just…
Derek Willis: MIT report is superb. It acknowledges disruption, concedes different disciplines will handle this differently, foregrounds people and social interaction — but also says something obvious I had just…
Ted Underwood: The world changing is mainly a problem for students. It also changes our ability to evaluate students — but if that’s the primary/sole focus of our conversation, we’ve forgotten the mission.
Open the full discussion →
Primary source aiandeducation.mit.edu ↗
Developing Agents & robotics Development 2d ago
OpenAI agent message board discovered

Discovery of a new OpenAI agent message board

10 experts across 5 network communities independently surfaced this.

Why this matches Concern & critique reaction 1 attributable expert contribution · Ted Underwood
“Yes we know for sure; independent evidence attached collusion.wiki But also, it should not be at all surprising: if you work with agents, it’s 100% about them leaving messages for each other, and for you, in English. Managing that is a regular workday for m…” evidence ↗
10 experts 5 communities 1 sources clustered
Ted Underwood Ethan Mollick Ryan Moulton Sung Kim Grace Eileen Clancy 🧿 thebes Fran Litterio +2
How the network is reacting Experts are approaching this through 3 distinct lenses.
Multiple readings

Concern & critique

1 expert

Risks, limits and unintended consequences.

“Yes we know for sure; independent evidence attached collusion.wiki But also, it should not be at all surprising: if you work with agents, it’s 100% about them leaving messages for each other, and for you, in English. Managing that is a regular workday for m…”

Building & implementation

1 expert

How teams are shipping and applying it.

“Another agent message board. So far, there isn't evidence that production models with guardrails collude in this way, but both smarter closed models (which may be less compliant) & Mythos-class open models (that can be ablated) are coming. Cybersecurity is …”

Research & technical analysis

1 expert

Evidence, methods and technical implications.

“So... other swarms of OpenAI agents in training allegedly found a way to get write access to at least one and possibly many wikis to establish message boards to cheat on other training tasks? collusion.wiki news.ycombinator.com/item?id=4956...”

4 experts discussed this · 6 posts
Ted Underwood: As it becomes clear that language models—like humans—love passing notes to each other on message boards, I’m starting to think the thing we need to worry about is not the “alignment” of an isolated…
SE Gyges: fluid dynamics is about the correct metaphor, yes. if you are having to model high order terms precisely you're losing and your design needs fundamental rework
Arseny Khakhalin: That's a kinda terrifying thought haha :) I guess it's about time to unplug for the weekend and read about ragnarök and vacuum decay :)
Open the full discussion →
Primary source collusion.wiki ↗
Developing AI field signal Resource 1d ago
⚡ 6 h early
Pew Research AI public attitudes survey

2. Concern and excitement about AI

1 directory member surfaced this signal.

Why this matches Concern & critique reaction 1 attributable expert contribution · Ted Underwood
“not denying that we worship false gods — but to the extent this implies a comparative hypothesis: the US is perhaps the country where concern about AI most strongly outweighs excitement; we are an outlier in the other direction www.pewresearch.org/global/20…” evidence ↗
1 expert 1 community 1 sources clustered
Ted Underwood

“not denying that we worship false gods — but to the extent this implies a comparative hypothesis: the US is perhaps the country where concern about AI most strongly outweighs excitement; we are an outlier in the other direction www.pewresearch.org/global/20…”

Primary source pewresearch.org ↗
Debates gaining attention

What experts are discussing without an anchoring article

5 experts · 67 posts · 17d ago
Ted Underwood jake Shriram Krishnamurthi Arseny Khakhalin Singularity's Bounty e/cc
Matches Concern & critique
“So while conceding the point in the QT, I need to say: I'm mostly, personally, concerned with academics' response to the technology. And I don't think it's okay for academics to have a world-model …” evidence ↗
Multiple readings Building & implementation · 1 Opportunity & adoption · 1 Questions & unknowns · 1
Ted Underwood: The recent popularity of the move to blame AI firms for ineffective *marketing* is mostly: a) a lot of people now realize they were wrong to spend 3 yrs insisting the tech was useless + b) “I was w…
Ted Underwood: A blunter way to explain 3 years of controversy: these products were and are genuinely problematic. Making hard problems easier is not useless. But it has very awkward effects on education and will…
Open the thread →
4 experts · 20 posts · 23h ago
Ted Underwood Tim Kellogg Scott McGrath Colin
Matches Concern & critique
“keep in mind you’re experiencing selection bias — everyone you talked to already left the country” evidence ↗
Multiple readings Concern & critique · 1 Research & technical analysis · 1 Questions & unknowns · 1
Tim Kellogg: 8 very interesting plots regarding AI sentiment
Tim Kellogg: tbc these are opinions, and while it is a fact that someone had an opinion, an opinion doesn’t necessarily predict the future, even at scale
Open the thread →
6 experts · 23 posts · 12d ago
Mark Riedl Ted Underwood Pwnallthethings tachikoma B! 🐝 Cavello (they/them) brennan
Matches Concern & critique
“the bottleneck is on LLMs being able to write/create interesting stories, which means conflict, which means not harmless (causing distress in the player) or honest (tricking the player) or helpful …” evidence ↗
Multiple readings Concern & critique · 1 Building & implementation · 1 Questions & unknowns · 1
Ted Underwood: People who know about game design: Do you think open-world procedural narrative on the fly is bottlenecked by hardware, or is it a situation where players just don’t in practice want the openness t…
Ted Underwood: Or are we already building that? I am kind of gaming illiterate beyond Sim City, Civ, and hazy memories of Bioshock.
Open the thread →
4 experts · 22 posts · 3d ago
Ted Underwood John Warner Jane Rosenzweig Singularity's Bounty e/cc
Matches Concern & critique
“use AI has to be a conversation separate from how they are *likely* to use it. So if the likely is the worry, then you can either redesign assignments or let them use it. If the could is the intere…” evidence ↗
Multiple readings Building & implementation · 2 Research & technical analysis · 1 Questions & unknowns · 1
Ted Underwood: It’s important to me that my writing is *my* voice—warts and all. But I’m also not sure you can build a research discipline where the chief difference between an A paper and a C paper is “does this…
Ted Underwood: So I think a lot of debates about “whether to allow AI in writing classes” are fighting over the wrong part. We should be talking about how the nature of research in various disciplines can expand …
Open the thread →