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
Active evidence filter

Showing developments with attributable Research & technical analysis 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 Ted Underwood ×

What is moving across the network now

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

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 Research & technical analysis reaction 1 attributable expert contribution · Matteo Wong
“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...” evidence ↗
10 experts 5 communities 1 sources clustered
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 →
Developing AI field signal Signal 1d ago

AI Referee Paper Leaderboard

2 experts are actively discussing the implications.

Why this matches Research & technical analysis reaction 1 attributable expert contribution · Ethan Mollick
“This is both an interesting experiment and a sign of a tsunami coming for academia. AIs retroactively reading the research and finding both opportunities and issues with published papers, then sharing those judgements publicly. d3jhl7jsny6f2h.cloudfront.net” evidence ↗
2 experts 1 community 1 sources clustered

“This is both an interesting experiment and a sign of a tsunami coming for academia. AIs retroactively reading the research and finding both opportunities and issues with published papers, then sharing those judgements publicly. d3jhl7jsny6f2h.cloudfront.net”

2 experts discussed this · 6 posts
Ethan Mollick: This is both an interesting experiment and a sign of a tsunami coming for academia. AIs retroactively reading the research and finding both opportunities and issues with published papers, then shar…
Singularity's Bounty e/cc: That feels like... a violation of norms
Ted Underwood: This is both an interesting experiment and a sign of a tsunami coming for academia. AIs retroactively reading the research and finding both opportunities and issues with published papers, then shar…
Open the full discussion →
Established AI field signal Signal 6d ago
⚡ 3 h early

Introducing Claude Fable 5.1 and Claude Mythos 5.1

3 experts across 3 network communities independently surfaced this.

Why this matches Research & technical analysis reaction 2 attributable expert contributions · Ramon Astudillo, Tim Kellogg
“Benchmarks shows clearly the intent to move past just coding to other disciplines www.anthropic.com/claude-fable...” evidence ↗
3 experts 3 communities 1 sources clustered
2 experts discussed this · 7 posts
tachikoma: i think Venus could be deconstructed by Von Neumann probes and this would only be passing news for most people, overshadowed by GTA 6 release or celebrity news
tachikoma: it sorta depends on how fast it happens, what the material is used for, and whether the machines can be traced back to us or not
tachikoma: yeah that would be a not uncommon take
Open the full discussion →

What experts are discussing without an anchoring article

4 experts · 20 posts · 22h ago
Matches Research & technical analysis
“Would be interesting to see how this cuts against required training. A US-based engineer might have no clue what an alternative career might be if they lost their job. Someone working a call center…” 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 →
4 experts · 22 posts · 3d ago
Matches Research & technical analysis
“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 …” 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 →
3 experts · 14 posts · 2d ago
Matches Research & technical analysis
“i wouldn’t put much stock in the peer review process tbqh. it’s been too slow for AI for like 10 years and now AI is hitting math. Same will happen” evidence ↗
Multiple readings Research & technical analysis · 1 Questions & unknowns · 1
Tim Kellogg: there’s a higher-than-you’d-think possibility that this is actually a leak and not a prediction (pretty sure Andrew only bets when the dice are biased in his favor)
Tim Kellogg: uh, i don’t think it’s as open as you’re thinking. pretty sure the IPO will happen before christmas, maybe within a month
Open the thread →
4 experts · 9 posts · 5d ago
Matches Research & technical analysis
“At most places students will have no difficulty finding courses that allow or indeed encourage AI use on advanced projects The profs who are most vocal On Here are those who experience it as a prob…” evidence ↗
Multiple readings Research & technical analysis · 2 Concern & critique · 1
Singularity's Bounty e/cc: I think this must be a really bad time to be a college student. So much uncertainty in the future, and so much hostility and confusion around AI use, AI witch hunts It would be like going to cookin…
Ted Underwood: At most places students will have no difficulty finding courses that allow or indeed encourage AI use on advanced projects The profs who are most vocal On Here are those who experience it as a prob…
Open the thread →