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.

2,364 searchable experts 2,966 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 Building & implementation Concern & critique Markets & investment
2 live reaction maps in this view Jump to the evidence ↓
Multiple readings A global workspace in language models \ Anthropic Markets & investment · 3 attributable reactions Multiple readings “We Must Act Now”: Sixteen Nobel Laureates Join Leading Economists and AI Researchers in Call to Prepare for AI’s Economic Transformation - Stanford Digital Economy Lab Concern & critique · 4 attributable reactions
Showing signals surfaced by Michiel Bontenbal ×
Debated

The questions experts are actively pulling apart

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

Established Models & releases Research 9d ago
⚡ 3 h early
global workspace theory language models paper

A global workspace in language models \ Anthropic

6 experts across 3 network communities independently surfaced this.

Why this matches Research & technical analysis reaction 1 attributable expert contribution · Stephan Geering
“On the second point see here: www.anthropic.com/research/glo...” evidence ↗
6 experts 3 communities 1 sources clustered
Ethan Mollick Grace Tim Duffy Amy Hoy Michiel Bontenbal Stephan Geering
How the network is reacting Experts are approaching this through 3 distinct lenses.
Multiple readings

Markets & investment

1 expert

Capital, companies and commercial impact.

“Anthropic has a new paper out, alleging a global workspace in LLMs. The term comes from Global Workspace Theory, a leading theory of consciousness. The method they use to investigate this is a refinement of logit lens, which they call J-lens. www.anthropic.…”

Building & implementation

1 expert

How teams are shipping and applying it.

“Some really interesting research from Anthropic that AI models have spontaneously developed a workspace that "appears to support the functions associated with conscious access" Demo of how this works: www.neuronpedia.org/qwen3.6-27b/... Research: www.anthro…”

Research & technical analysis

1 expert

Evidence, methods and technical implications.

“On the second point see here: www.anthropic.com/research/glo...”

2 experts discussed this · 4 posts
Tim Duffy: Anthropic has a new paper out, alleging a global workspace in LLMs. The term comes from Global Workspace Theory, a leading theory of consciousness. The method they use to investigate this is a refi…
Tim Duffy: More detail on the method from the paper:
Grace: Anthropic has a new paper out, alleging a global workspace in LLMs. The term comes from Global Workspace Theory, a leading theory of consciousness. The method they use to investigate this is a refi…
Open the full discussion →
Primary source anthropic.com ↗
Established AI research Development 14d ago
⚡ 4 h early
Nobel laureates AI economic action call

“We Must Act Now”: Sixteen Nobel Laureates Join Leading Economists and AI Researchers in Call to Prepare for AI’s Economic Transformation - Stanford Digital Economy Lab

8 experts across 4 network communities independently surfaced this.

Why this matches Research & technical analysis reaction 1 attributable expert contribution · Gillian Hadfield
“I joined over 200 economists and AI researchers in signing "We Must Act Now" a statement on AI's transformation of the economy. AI could reshape the economy at unprecedented speed. The opportunities are enormous and so are the challenges. We need to start p…” evidence ↗
8 experts 4 communities 2 sources clustered
Yoshua Bengio Olivia Guest Tim Kellogg tante Gillian Hadfield Jeffrey Vagle Paul Hünermund Michiel Bontenbal
How the network is reacting Experts are approaching this through 3 distinct lenses.
Multiple readings

Concern & critique

2 experts

Risks, limits and unintended consequences.

“If current trajectories of AI development continue, it is highly plausible that AI will drastically transform our economies. We must make collective, democratic choices, rather than letting market forces play out and risking leaving most citizens behind. di…”

Policy & governance

1 expert

Rules, institutions and accountability.

“200 AI researchers and economists sign an open letter to policymakers www.wemustactnow.ai”

Research & technical analysis

1 expert

Evidence, methods and technical implications.

“I joined over 200 economists and AI researchers in signing "We Must Act Now" a statement on AI's transformation of the economy. AI could reshape the economy at unprecedented speed. The opportunities are enormous and so are the challenges. We need to start p…”

2 experts discussed this · 4 posts
tante: Oh, is it "AI is super powerful and we who are pushing for AI everywhere warn that we might have created a dangerous god from reddit posts" time of the month again? This is Anthropic/OpenAI PR and …
tante: nope that's it. These folks are getting lazier by the day
tante: Yeah. They spend just a handful of tokens on this website.
Open the full discussion →
Primary source digitaleconomy.stanford.edu ↗ wemustactnow.ai ↗
Established Evaluation & benchmarks Resource 7d ago
Inspect Hawk METR evaluation tool

Inspect Hawk

2 experts are actively discussing the implications.

Why this matches Research & technical analysis reaction 1 attributable expert contribution · Epoch AI
“We’ve started using METR’s Inspect Hawk to run our benchmarks, many of which go into our ECI results. Big thanks to them for open sourcing their great infrastructure, and also for their help getting it set up. Learn more about Hawk here: hawk.metr.org/” evidence ↗
2 experts 2 communities 1 sources clustered
Epoch AI Michiel Bontenbal

“We’ve started using METR’s Inspect Hawk to run our benchmarks, many of which go into our ECI results. Big thanks to them for open sourcing their great infrastructure, and also for their help getting it set up. Learn more about Hawk here: hawk.metr.org/”

2 experts discussed this · 7 posts
Epoch AI: Moonshot's Kimi K3 scores 156 on the Epoch Capabilities Index (ECI), setting a new open-weights record. This places it between Opus 4.6, and GPT 5.4, which released in February and March 2026 respe…
Epoch AI: We still only have a small sample of benchmarks scores, so K3's ECI might change as more results come in. In particular, despite coding likely being a relative strength of K3, we only have a single…
Epoch AI: Once we have 2+ coding benchmark results we will also report the SWE-ECI of K3, to allow us to more directly compare its coding performance to other models.
Open the full discussion →
Primary source hawk.metr.org ↗
Established Evaluation & benchmarks Resource 15d ago
Arena AI LLM leaderboard platform

Arena AI: The Official AI Ranking & LLM Leaderboard

2 experts are actively discussing the implications.

Why this matches Research & technical analysis reaction 1 attributable expert contribution · Michiel Bontenbal
“Openrouter just one of many inference providers. Combine this with data from other inference providers, arena.ai leaderboard, Huggingface + ollama downloads and then we are talking.” evidence ↗
1 expert 1 community 1 sources clustered
Michiel Bontenbal

“Openrouter just one of many inference providers. Combine this with data from other inference providers, arena.ai leaderboard, Huggingface + ollama downloads and then we are talking.”

2 experts discussed this · 3 posts
Alex Hern: Certainly wouldn’t help if halfway through the Concorde program the British government announced that it was ejecting anyone without a UK passport from the airplane mid flight
Alex Hern: We do not
Robin Berjon: If there is an AI race, has America simply lost? www.ft.com/content/9c8f...
Open the full discussion →
Primary source arena.ai ↗
More conversations

What experts are discussing without an anchoring article

4 experts · 11 posts · 8d ago
Tim Kellogg Eli Sennesh Michiel Bontenbal apenwarr.ca
Matches Research & technical analysis
“because they’re releasing their weights in 2 weeks and it has to make sense” evidence ↗
Multiple readings Research & technical analysis · 1 Questions & unknowns · 1
Tim Kellogg: one thing that’s becoming more obvious is that AI labs are not, in fact, fleecing their customers with extraordinarily high prices serving models actually does cost a lot
Michiel Bontenbal: interesting choice for y axis...
Open the thread →
2 experts · 2 posts · 13d ago
Tim Kellogg Michiel Bontenbal
Matches Research & technical analysis
“Normally open weights AI is ± 6 months behind so this would indeed be a bit fast. But GLM 5.2 is there so would not be suprised if another Chinese lab would be able to pull this off. China spending…” evidence ↗
Multiple readings Research & technical analysis · 1 Questions & unknowns · 1
Tim Kellogg: there’s rumors that Kimi K3 is coming down the pipes soon (today?) and might approach Fable levels but open
Michiel Bontenbal: Normally open weights AI is ± 6 months behind so this would indeed be a bit fast. But GLM 5.2 is there so would not be suprised if another Chinese lab would be able to pull this off. China spending…
Open the thread →