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
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The developments commanding sustained expert attention

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

Established Models & releases Research 5d ago
⚡ 3 h early
global workspace theory language models paper

A global workspace in language models \ Anthropic

9 experts across 5 network communities independently surfaced this.

9 experts 5 communities 1 sources clustered
How the network is reacting 4 experts are independently emphasizing research & technical analysis.
Reaction converging

Research & technical analysis

4 experts

Evidence, methods and technical implications.

“Also we do look in their heads and they seem intelligent. www.anthropic.com/research/glo...”

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…”

2 experts discussed this · 25 posts
Ryan Moulton: Not non-physical, but non-functional. Despite the vast physical differences, we observe LLMs doing all the behaviors we typically believe require thinking.
Ryan Moulton: Not exactly turing-test, but in the same vein. If we see models solving the greatest intellectual challenges of humanity, using processes that look very much like internal monologue, either we have…
Ryan Moulton: And at the point that we exclude thinking as a prerequisite for solving all intellectual tasks, we've more or less eliminated its meaning entirely.
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Established AI field signal Analysis 15d ago
Pacing the Frontier newsletter essay

Pacing the Frontier

10 experts across 4 network communities independently surfaced this.

10 experts 4 communities 1 sources clustered
How the network is reacting The reaction spans practical upside and material concerns.
Live tension

Building & implementation

2 experts

How teams are shipping and applying it.

“I'm not the only one who believes this. Recently 1,386 employees of frontier AI companies signed a statement asking for an option to pace AI development, including 6 chief scientists: https://t.co/DYmc5ETmut”

Concern & critique

1 expert

Risks, limits and unintended consequences.

“1000+ scientists at frontier AI companies are speaking out to warn that the current commercial race leads to unacceptable security risks. I agree with their call for an international effort to develop technical and governance guardrails to ensure a safer wa…”

Policy & governance

1 expert

Rules, institutions and accountability.

“"We request that the U.S. government support an international effort to develop the technical and governance tools needed to deliberately pace the frontier of automated AI development." www.pacingthefrontier.com”

Established Models & releases Resource 12d ago
⚡ 448 h early
Anthropic distillation attack detection guide

Detecting and preventing distillation attacks

4 experts across 3 network communities independently surfaced this.

4 experts 3 communities 1 sources clustered
How the network is reacting Experts are approaching this through 2 distinct lenses.
Multiple readings

Concern & critique

2 experts

Risks, limits and unintended consequences.

“If you’re only bummed at anti-AI folks for opportunistically invoking IP-adjacent concerns as a proxy for AI policy priorities, I’m sorry to report you‘ve not reached the limits of your disappointment”

Research & technical analysis

1 expert

Evidence, methods and technical implications.

“Even if you don't trust Chinese models, you can extract their training through a process called distillation and transfer them to models you *do* trust: www.anthropic.com/news/detecti...”

Established AI field signal Signal 14d ago
⚡ 9 h early

Augmented Lagrangian Predictive Coding: training 1000-layer networks without backpropagation

3 experts across 2 network communities independently surfaced this.

3 experts 2 communities 1 sources clustered

“Deep learning relies on backprop, but the brain can't implement it exactly. How can physical systems solve multilayer credit assignment? We draw on distributed optimization and NeuroAI, where predictive coding uses local error dynamics, but credit signals s…”

Established AI field signal Resource 5d ago
AI adoption engineering scaling guide

Scaling AI Adoption in Engineering

2 directory members surfaced this signal.

2 experts 2 communities 1 sources clustered

“Brought to you by: • Antithesis – get the free, early release version of the book "O’Reilly Early Release: Scaling AI Adoption in Engineering," complimentary, thanks to Antithesis. Download your copy here: pages.antithesis.com/oreilly-scal...”

Established Models & releases Research 6d ago
⚡ 5 h early
LLM metaphor scientific fabrication paper

LLMs are metaphor machines: orbital argumentation, misaligned citations, and scientific fabrication in AI-generated writing - AI & SOCIETY

2 experts are actively discussing the implications.

2 experts 1 community 1 sources clustered

“Nettopp!! Her er den lange forklaringen min - akademsk skrevet, men med flere norske eksempler. link.springer.com/article/10.1...”

2 experts discussed this · 30 posts
Jill Walker Rettberg: My new article about LLMs is finally out in AI & Society! It argues that LLMs produce text metaphorically, through juxtaposing tokens that are related in some dimensions yet unrelated in others. Th…
Jill Walker Rettberg: Mikolov 2013's insight that the relationships between two words (vectors) can be analogous was a major advance towards generative AI. Queen is to King as Woman is to Man. I argue that this is what …
Jill Walker Rettberg: Here are Aristotle's analogical metaphors drawn the way an AI scientist might diagram them. Evening is to dawn as age is to youth -> Empedocles' metaphor "life's setting sun". But that metaphor doe…
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What experts are discussing without an anchoring article

2 experts · 3 posts · 13d ago
Alex Hern: was really struck by a Stratechery point, that the single best thing America could do to improve its chances against China is legalise distillation on-shore. Currently only Chinese labs get to dist…
Alex Hern: I think there's a principled point for legalising distillation — if you get to use the commons to train an LLM so do I — but even beyond the principled point, it's just not working out as very effe…
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