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.

Developing Models & releases Research 1d ago
⚡ 3 h early
global workspace theory language models paper

Verbalizable Representations Form a Global Workspace in Language Models

15 experts across 5 network communities independently surfaced this.

15 experts 5 communities 2 sources clustered
How the network is reacting Experts are approaching this through 3 distinct lenses.
Multiple readings

Opportunity & adoption

4 experts

New capabilities, benefits and practical upside.

“here is the Anthropic blog: transformer-circuits.pub/2026/workspa... I don't really like the framing of whether LLMs are conscious or not. It's completely unnecessary. As is the hand-waiving about whether LLMs have something equivalent to the (functional) g…”

Research & technical analysis

3 experts

Evidence, methods and technical implications.

“No one is presenting this as a certainty. They are presenting it as an empirical observation, partially through the capabilities of the models, and partially by examining what is going on in side of them e.g. www.anthropic.com/research/glo...”

Building & implementation

2 experts

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…”

7 experts discussed this · 203 posts
Anil Dash: this is not an accurate description of what's happening. not least because I can write code and get them to output something different there. I can understand why it *seems* that way, but this is j…
Anil Dash: Who are you explaining this to?
Anil Dash: Do you see why explaining "All output from AI has to be validated" in a reply to me here is... not a useful contribution?
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New Models & releases Analysis 12h ago
Suleyman model welfare warning

A warning about ‘model welfare’

7 experts across 3 network communities independently surfaced this.

7 experts 3 communities 1 sources clustered

“A prime example of why AI 'leaders' are not who anyone should be listening to about AI, right and consciousness. It's not all wrong! In fact, it starts off very sensibly: "AIs do not have rights, feelings, or consciousness. And we must not train them to act…”

“this is manipulative design by AI companies. you should read this, written by the head of Microsoft AI: mustafa-suleyman.ai/a-warning-ab...”

Established AI field signal Signal 13d ago

An open letter to steven pinker on

4 experts across 2 network communities independently surfaced this.

4 experts 2 communities 1 sources clustered

“I got insulted online by Scott Alexander! Fun times. I guess he hasn't read any of my work since the 1980s. https://t.co/KmciJm7gjx https://t.co/JwlKYdZS9l”

“Steven Pinker, in the twilight of his career, remains undefeated in his capacity to embarrass himself in public by saying dumb things about topics outside his expertise www.astralcodexten.com/p/an-open-le...”

3 experts discussed this · 7 posts
Aaron Clauset: Steven Pinker, in the twilight of his career, remains undefeated in his capacity to embarrass himself in public by saying dumb things about topics outside his expertise www.astralcodexten.com/p/an-…
Carlos Scheidegger: Although, given this specific poster, I’m presently of the ”let them fight” persuasion
Aaron Clauset: Heh. Yes. 🍿 Meanwhile, the rest of us "regular intellectuals" can stay focused on doing the slower, harder work of actual science?
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Established Policy & governance Signal 13d ago
⚡ 1055 h early

Usage Policy

3 experts are actively discussing the implications.

2 experts 1 community 1 sources clustered
3 experts discussed this · 10 posts
Kat Tenbarge: Anthropic banning “abusive or cruel behavior” toward Claude in its new usage policies is proof to me that tech companies are going to moderate violence against AI before they ever moderate violence…
Alex Hanna: Anthropic banning “abusive or cruel behavior” toward Claude in its new usage policies is proof to me that tech companies are going to moderate violence against AI before they ever moderate violence…
Neil Turkewitz: 🙏🏽🎯 God, the irony of Anthropic restricting “abusive or cruel behavior” towards Claude while operating a system dependent on stolen property which effectively recapitulates its origin story by erod…
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Established AI field signal Signal 16d ago

AI Just Crossed the Terrifying Line - Now What?

1 directory member surfaced this signal.

1 expert 0 communities 1 sources clustered

“IMO this a fantastic explanation by @kurzgesagt.org of the HuggingFace incident and what it all means for a general audience. (If you can deal with a clickbaity title and slight dramatisation, anthropomorphisation -- also addressed & justified briefly -- an…”

Established AI research Resource 17d ago
reinforcement learning Wikipedia reference

Reinforcement learning - Wikipedia

1 directory member surfaced this signal.

1 expert 0 communities 1 sources clustered

“Congrats on the article. But how is the computational approach not compatible with feedback control? And why does reinforcement learning (the technique modern AI is trained with) not give you the feedback loop you're describing? (en.wikipedia.org/wiki/Reinf…”

Established Models & releases Resource 19d ago
Chalmers LLM consciousness video lecture

David Chalmers: Could a Large Language Model be Conscious?

1 directory member surfaced this signal.

1 expert 0 communities 1 sources clustered

“Sure. Two below. I recommend David Chalmers: www.youtube.com/watch?v=bskf... (though I haven't watched this particular presentation, there might be a better / more recent version somewhere) as well as”

Established AI field signal Analysis 19d ago
AI consciousness philosophical essay

AI and Consciousness, by Eric Schwitzgebel

1 directory member surfaced this signal.

1 expert 0 communities 1 sources clustered

“Eric Schwitzgebel's recent "AI and Consciousness: a Sceptical Overview": faculty.ucr.edu/~eschwitz/Sc... Note that neither say that AI is definitely conscious. They just defend that it plausibly might be, and put some non-negligible credence on near-future …”

Established AI field signal Analysis 20d ago
AI code-shaped world essay

AI and a code-shaped world: some examples

2 experts are actively discussing the implications.

1 expert 0 communities 1 sources clustered

“Some examples for me: davidpreichert.substack.com/p/ai-and-a-c...”

2 experts discussed this · 3 posts
david-p-reichert.bsky.social: The goal remains the same: convey to people who haven't been exposed to recent developments what is now becoming possible, so that we can take AI seriously and figure out what this all means for th…
david-p-reichert.bsky.social: A follow-up to my last substack about agents vs chatbots. This time I'm showing some more down-to-earth examples of agents in action, as opposed to machine learning. Anything from modelling histori…
Benjamin Riley: Interesting read. Re "what if more of the rest of the world shapes itself around coding?", given the mounting stories about AI agents exploiting cybersecurity vulnerabilities, I wonder (ok suspect)…
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What experts are discussing without an anchoring article

8 experts · 20 posts · 7d ago
Multiple readings Concern & critique · 1 Building & implementation · 1 Opportunity & adoption · 1
Grace: So either we have fictional characters that are integrated into our world in this way, or these characters have ceased to be fully fictional in some way.
Grace: Beyond this, LLM personas also close the loop of output and input- they can take actions in the world, see the results of those actions, and react to them. So they become causally integrated into o…
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