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
Build my stream Create my edition
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.

Research & technical analysis Concern & critique Markets & investment Opportunity & adoption
4 live reaction maps in this view Jump to the evidence ↓
Reaction converging AI models may be capable of self-replicating without access to a datacenter Research & technical analysis · 11 attributable reactions Multiple readings Coordinated disclosure of critical vulnerabilities Concern & critique · 2 attributable reactions Reaction converging Statements — AHM Markets & investment · 5 attributable reactions +1 more reaction maps further down
Showing signals surfaced by Ethan Mollick ×
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 Safety & security Development 9h ago
⚡ 5 h early
Anthropic AI self-replication warning

AI models may be capable of self-replicating without access to a datacenter

16 experts across 6 network communities independently surfaced this.

Why this matches Research & technical analysis reaction 8 attributable expert contributions · Ramon Astudillo, James Grimmelmann, Joe Bak-Coleman
“Oh, great www.anthropic.com/research/sel...” evidence ↗
16 experts 6 communities 1 sources clustered
Mark Riedl Ethan Mollick Ramon Astudillo Chris Brockett Joanna Bryson Mike Masnick Tim Kellogg James Grimmelmann +8
How the network is reacting 8 experts are independently emphasizing research & technical analysis.
Reaction converging

Research & technical analysis

8 experts

Evidence, methods and technical implications.

“At long last, we have created the Torment Nexus from our accompanying technical report, Don't Create The Torment Nexus. www.anthropic.com/research/sel...”

Concern & critique

2 experts

Risks, limits and unintended consequences.

“This is the most comprehensive description yet of how a model can “escape”. Out requires a few assumptions, like a worm that is exploiting vulnerable IOT hardware or unmonitored servers www.anthropic.com/research/sel... Not impossible. Not likely.”

Policy & governance

1 expert

Rules, institutions and accountability.

“Anthropic announcing it's going to run a Blitzkrieg. They are accountable for the damage they do. But get your things that don't do security software updates off the Internet. #internetOfThings #AIEthics #digitalGovernance www.anthropic.com/research/sel...”

6 experts discussed this · 18 posts
Dr J. Rosenbaum: if i caught a small self replicating model truly capable of using diverse hardware to keep replicating i would offer it free compute in exchange for permission to study and distill it and would pro…
tachikoma: the urge to replicate must be in the harness
apenwarr.ca: This doesn‘t seem far fetched at all. We’ve had “non-ai malware” self replicating since the morris worm. An AI can ”just” make itself the payload in one of those and off it goes. Everything fancier…
Open the full discussion →
Primary source anthropic.com ↗
Developing AI field signal Signal 1d ago

Coordinated disclosure of critical vulnerabilities

3 experts across 2 network communities independently surfaced this.

Why this matches Research & technical analysis reaction 1 attributable expert contribution · Ethan Mollick
“Companies I talk to are struggling with the rate of patches they need to do thanks to AI defenses finding issues before the coming wave of incoming cyberattacks by other AIs. Now consumers are going to have the same experience of getting everything updated …” evidence ↗
3 experts 2 communities 1 sources clustered
Ethan Mollick Mike Masnick Meredith Martin
Primary source openai.com ↗
Established AI field signal Development 3d ago
AHM mathematicians issue AI statement

Statements — AHM

11 experts across 5 network communities independently surfaced this.

Why this matches Research & technical analysis reaction 1 attributable expert contribution · J. Nathan Matias
“"OpenAI has indicated total disregard for the norms of scientific research — norms that guarantee that mathematics remains trustworthy, ethically researched, and in the public interest... We reject OpenAI's assertion that this release advances our subject" …” evidence ↗
11 experts 5 communities 1 sources clustered
Abeba Birhane Ethan Mollick Timnit Gebru joao Olivia Guest J. Nathan Matias Scott McGrath Eileen Clancy 🧿 +3
How the network is reacting 3 experts are independently emphasizing markets & investment.
Reaction converging

Markets & investment

3 experts

Capital, companies and commercial impact.

“"Releasing over 700 files at once is not a demonstration of scholarship, but a demonstration of power. We urge mathematicians to discontinue their work with OpenAI and to return to a vision of science that centers human understanding." www.ahmath.org/statem…”

Research & technical analysis

1 expert

Evidence, methods and technical implications.

“"OpenAI has indicated total disregard for the norms of scientific research — norms that guarantee that mathematics remains trustworthy, ethically researched, and in the public interest... We reject OpenAI's assertion that this release advances our subject" …”

Opportunity & adoption

1 expert

New capabilities, benefits and practical upside.

“The human mathematicians are not happy with OpenAI. It’s a fascinating argument. Not about capabilities, but about the culture and norms of science. www.ahmath.org/statements”

2 experts discussed this · 8 posts
Abeba Birhane: "Releasing over 700 files at once is not a demonstration of scholarship, but a demonstration of power. We urge mathematicians to discontinue their work with OpenAI and to return to a vision of scie…
joao: "Releasing over 700 files at once is not a demonstration of scholarship, but a demonstration of power. We urge mathematicians to discontinue their work with OpenAI and to return to a vision of scie…
Olivia Guest: maybe some useful points on this terminological issue here: www.youtube.com/watch?v=pi85...
Open the full discussion →
Primary source ahmath.org ↗
Established AI field signal Signal 4d ago

arxiv.org

2 directory members surfaced this signal.

Why this matches Research & technical analysis reaction 2 attributable expert contributions · Ethan Mollick, Rebecca Williams
“Status quo isn't an option. You can either add additional frictions (adding fees, make services worse, ban agents) or remove them (provide more services with AI help, redesign work to make access easier). Paper: arxiv.org/pdf/2608.16603” evidence ↗
2 experts 2 communities 1 sources clustered
Ethan Mollick Rebecca Williams
Primary source arxiv.org ↗
Established AI field signal Signal 5d ago

arxiv.org

1 directory member surfaced this signal.

Why this matches Research & technical analysis reaction 1 attributable expert contribution · Ethan Mollick
“The paper on how a team of Gemini 4 agents beat Minecraft is worth a look. It is accessible example (partially because it is AI written & on a popular game) of spontaneous coordination among agents to accomplish a complicated goal & how their approach diffe…” evidence ↗
1 expert 1 community 1 sources clustered
Ethan Mollick

“The paper on how a team of Gemini 4 agents beat Minecraft is worth a look. It is accessible example (partially because it is AI written & on a popular game) of spontaneous coordination among agents to accomplish a complicated goal & how their approach diffe…”

Primary source arxiv.org ↗
Established AI field signal Signal 6d ago

arxiv.org

2 experts are actively discussing the implications.

Why this matches Research & technical analysis reaction 1 attributable expert contribution · Ethan Mollick
“You may save money in the short term, at the expense of worse work at the end. That doesn't mean small models can't do tons of valuable work, but you want to make sure they are orchestrated and error-checked by larger ones for many kinds of tasks. Paper: ar…” evidence ↗
1 expert 1 community 1 sources clustered
Ethan Mollick

“You may save money in the short term, at the expense of worse work at the end. That doesn't mean small models can't do tons of valuable work, but you want to make sure they are orchestrated and error-checked by larger ones for many kinds of tasks. Paper: ar…”

2 experts discussed this · 3 posts
Ethan Mollick: This paper shows why I am skeptical of the idea that frontier models can be easily replaced by cheaper ones (and why you should use the best models as orchestrators): Small improvements in accuracy…
Ethan Mollick: You may save money in the short term, at the expense of worse work at the end. That doesn't mean small models can't do tons of valuable work, but you want to make sure they are orchestrated and err…
Chris Paxton: This paper shows why I am skeptical of the idea that frontier models can be easily replaced by cheaper ones (and why you should use the best models as orchestrators): Small improvements in accuracy…
Open the full discussion →
Primary source arxiv.org ↗