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
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.

New AI field signal Signal 19h ago
⚡ 3269 h early

character.ai

10 experts across 5 network communities independently surfaced this.

10 experts 5 communities 1 sources clustered
2 experts discussed this · 12 posts
thebes: am sick so spent the night with opus 5.5 working on a chart (inspired by the one from lem's golem xiv) how did we got here / model genealogy / the heroic age of language modeling
Grace: am sick so spent the night with opus 5.5 working on a chart (inspired by the one from lem's golem xiv) how did we got here / model genealogy / the heroic age of language modeling
thebes: i think it's too late for the period i was focused on (i carried the branches to the modern day but only if they started in the period in question)
Open the full discussion →
New AI research Research 22h ago
⚡ 4 h early
AI-generated language comprehension difficulty paper

Why is AI-generated language so hard to understand?

4 experts are actively discussing the implications.

2 experts 2 communities 1 sources clustered

“Curious to dig into the analysis here arxiv.org/abs/2610.29162”

4 experts discussed this · 4 posts
Shubhendu Trivedi: Curious to dig into the analysis here arxiv.org/abs/2610.29162
Ted Underwood: Curious to dig into the analysis here arxiv.org/abs/2610.29162
Ted Underwood: Intuitively the qualities they list match my assessment, and the rationale passes a sniff test
Open the full discussion →
New AI field signal Development 23h ago
AI aids historical figure memory research

AI research to aid in remembering historical figures

3 experts across 2 network communities independently surfaced this.

3 experts 2 communities 1 sources clustered

“Article about HAVI-funded project led by Ben Lee, Melanie Walsh (U of Washington), Kyle Deeds (Boston U), Trevor Owens (American Institute of Physics) to investigate how historical figures like James Baldwin are represented by AI & search. @schmidtsciences.…”

Established AI research Analysis 6d ago
⚡ 3 h early
neural networks already clean essay

Neural Networks Are Already Clean

11 experts across 6 network communities independently surfaced this.

11 experts 6 communities 1 sources clustered
How the network is reacting 2 experts are emphasizing research & technical analysis.
Shared emphasis

Research & technical analysis

2 experts

Evidence, methods and technical implications.

“Quite a claim in this new work from Goodfire. Among many points, they argue that some of the main examples of superposition and polysemanticity in large models were misunderstood. This definitely deserves some deep, rigorous peer review. already-clean.goodf…”

4 experts discussed this · 14 posts
Ryan Moulton: Haven't read this yet, but I'm posting it because it seems important and I want to. already-clean.goodfire.com
Ryan Moulton: Claim, as they say.
Ryan Moulton: @norvid-studies.bsky.social some sparkling fresh juicy claims for you.
Open the full discussion →
Established Models & releases Research 5d ago
⚡ 60 h early
next-concept modeling text generation paper

Next-Concept Modeling: Fast, Parallel Coarse-to-Fine Text Generation

3 experts across 3 network communities independently surfaced this.

3 experts 3 communities 1 sources clustered

“This week, I bumped into Hermann at Stanford, a PhD student from Cameroon 🇨🇲, sharing his brillant paper here! Next-Concept Modeling: Fast, Parallel Coarse-to-Fine Text Generation arxiv.org/abs/2610.14162”

“Stanford researchers introduce Next-Concept Modeling (NCM), a framework that revolutionizes text generation by achieving up to 31× faster performance than leading diffusion models while enhancing quality across tasks. https://arxiv.org/abs/2610.14162”

Established AI research Resource 3d ago
Bocconi University economics job market posting

Job Market - Bocconi University

3 experts across 2 network communities independently surfaced this.

3 experts 2 communities 1 sources clustered

“Couldn't be prouder of our @milanlp.bsky.social team and all the amazing work behind these papers! I'll be at #EMNLP2026 in Budapest and I'm also looking for a postdoc to join our lab! If you're interested, feel free to DM me so we can meet and chat! 🔗 jobm…”

Established AI field signal Signal 4d ago
⚡ 13 h early

GitHub - Ephemeral-AI-Lab/layerfs: LayerFS gives every agent an isolated, disposable filesystem fork without copying the shared base. Useful states become durable, deduplicated checkpoints with workspace-scoped tool history—ready to branch, rewind, or reuse across parallel development, environment e

2 directory members surfaced this signal.

2 experts 2 communities 1 sources clustered

“LayerFS: a Git-like environment for agents it’s extremely fast, because it uses Linux’ layered filesystems to avoid any file copies for files that don’t change github.com/Ephemeral-AI...”

Developing AI field signal Signal 2d ago

ssrn.com

2 directory members surfaced this signal.

2 experts 1 community 1 sources clustered

“What should cultural analytics do about genAI? We address the infrastructural force of narratives within AI corporatization, argue for constitutive humanism against a purely decorative stance, and suggest methods to examine the function of narratives within…”

Established AI research Resource 4d ago
Colorado assistant professor positions posted

​Assistant Professor​

4 directory members surfaced this signal.

4 experts 1 community 1 sources clustered

“The University of Colorado Boulder is hiring in AI + Math, through the Department of Mathematics. "mathematical foundations of AI, formalization and automated reasoning, advancement of AI for mathematical research, and AI safety" jobs.colorado.edu/jobs/JobD…”

“U. Colorado Boulder Mathematics is hiring for two tenure-track faculty positions: 1 open area jobs.colorado.edu/jobs/JobDeta... due Nov 15 1 at the interface of AI + math jobs.colorado.edu/jobs/JobDeta... due Nov 11 Please help spread the word! #MathSky #Ac…”

What experts are discussing without an anchoring article

8 experts · 30 posts · 6d ago
Multiple readings Concern & critique · 1 Building & implementation · 1 Questions & unknowns · 1
Colin: Frankenmodel refuses to believe it's not just Claude
Colin: I don't think if you put 6 people in a circle and asked them to tell a story one word at a time they would, together, spontaneously create a story which denies that they are indeed six individuals
Open the thread →
3 experts · 7 posts · 1d ago
Multiple readings Research & technical analysis · 1 Questions & unknowns · 1
Ted Underwood: The Internet era is kind of rough on faculty in emerging fields, because if University U hasn’t yet hired someone in your field, the students there *will write you* to ask sincere, interesting ques…
Ted Underwood: I guess my takeaway is not, students pls be less curious & proactive — but more hurry the f up, Univ U.
Open the thread →