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.

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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 Context & explanation Questions & unknowns
2 live reaction maps in this view Jump to the evidence ↓
Multiple readings OpenAI’s latest math breakthroughs commit research misconduct, experts say Research & technical analysis · 2 attributable reactions Multiple readings Black Hat USA 2026: The 'Breaking' News: The OpenAI–Hugging Face Incident Concern & critique · 4 attributable reactions
Showing signals surfaced by joao ×
Most important

The developments commanding sustained expert attention

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

New AI research Analysis 8h ago
⚡ 345 h early
Leiden Declaration AI and mathematics

Leiden Declaration on Artificial Intelligence and Mathematics

16 experts across 5 network communities independently surfaced this.

16 experts 5 communities 1 sources clustered
Emily M. Bender Timnit Gebru joao Clément Canonne Olivia Guest suhr Pierre Alquier Lisa Messeri +8

“Also worth re-upping: Mathematicians standing up against how their field is being used as marketing for OpenAI and the like: leidendeclaration.ai >>”

“This declaration by mathematicians which I saw him signing was actually pretty good. I was surprised that he signed it. leidendeclaration.ai”

Primary source leidendeclaration.ai ↗
Accelerating Models & releases Development 8h ago
OpenAI math research misconduct allegations

OpenAI’s latest math breakthroughs commit research misconduct, experts say

7 experts across 5 network communities independently surfaced this.

7 experts 5 communities 1 sources clustered
Emily M. Bender Timnit Gebru joao Olivia Guest Eileen Clancy 🧿 Tommy Löfstedt René Walter
How the network is reacting Experts are approaching this through 2 distinct lenses.
Multiple readings

Research & technical analysis

1 expert

Evidence, methods and technical implications.

“OpenAI's latest math breakthroughs commit research misconduct, experts say archived: archive.ph/JCl4g”

Questions & unknowns

1 expert

What remains unresolved or contested.

“How many of you saw that we solved math thing from OpenAI and how many of you saw this article? Given that alleged plagiarism seems to be on the news these days, what about a real one? https://t.co/yxsbD2MHR2”

2 experts discussed this · 26 posts
Timnit Gebru: These men who say factually and technically wrong things with such confidence are so fascinating to me. HE doesn't know what a language model is and thinks that OUR formulation is wrong. Because HE…
Timnit Gebru: Emily Bender is a more patient person than me and has written a Frequently Unasked Questions about this. I have seen a whole bunch of people saying this like its some gotcha talking point they've a…
Timnit Gebru: We even DEFINED what language models are in our paper and gave their history.
Open the full discussion →
Primary source scientificamerican.com ↗
Established Models & releases Development 7d ago
⚡ 7 h early

Black Hat USA 2026: The 'Breaking' News: The OpenAI–Hugging Face Incident

12 experts across 5 network communities independently surfaced this.

12 experts 5 communities 1 sources clustered
Nathan Lambert Greg Brockman tobi lutke Lynn Cherny joao Grace Michael Nielsen SE Gyges +4
How the network is reacting Experts are approaching this through 3 distinct lenses.
Multiple readings

Concern & critique

2 experts

Risks, limits and unintended consequences.

“Everyone I follow who is a credentialed, serious AI researcher (and model trainer) is shaken by the alignment security breaches as that count goes up. All are sharing this Eric Wallace talk as a must watch”

Research & technical analysis

1 expert

Evidence, methods and technical implications.

“This video on the HuggingFace-OpenAI incident, calmly presented by OpenAI researchers (Eric is great btw, hi Eric), is one of the best uses of your time all year in AI. I'll probably rewatch tomorrow to write about it more. www.youtube.com/watch?v=87Dy...”

Context & explanation

1 expert

Background, chronology and why it matters.

“Black Hat talk from the team, with a detailed timeline of and takeaways from the OpenAI-Hugging Face Incident: https://t.co/GtXWiAZ2RQ”

2 experts discussed this · 6 posts
Tim Duffy: Black Hat has posted the recent OpenAI talk where they describe the agent message board involved in the HuggingFace hack
Grace: Black Hat has posted the recent OpenAI talk where they describe the agent message board involved in the HuggingFace hack
tachikoma: thanks for the link, excellent watch (only a third of the way through)
Open the full discussion →
Primary source youtube.com ↗
Established Safety & security Signal 17d ago
⚡ 6 h early

Robustness of random-walk Metropolis for steep potentials

2 directory members surfaced this signal.

2 experts 2 communities 1 sources clustered
joao Sam Power

“A small note on the "Robustness of random-walk Metropolis for steep potentials", now online at arxiv.org/abs/2608.20279. The starting point is that typical analyses of MCMC methods require structural assumptions on the negative-log-density of the target whi…”

Primary source arxiv.org ↗