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
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Showing developments with attributable Concern & critique 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.

Showing signals surfaced by Jed Brown ×

What is moving across the network now

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

Developing Models & releases Analysis 2d ago
Codeberg protects FLOSS commons from LLMs

Protecting our FLOSS commons from LLMs — Codeberg News

7 experts across 4 network communities independently surfaced this.

Why this matches Concern & critique reaction 2 attributable expert contributions · Shriram Krishnamurthi, Armin Ronacher
“I respect Codeberg's right to take a position on this, and I understand why they might feel this way, but this is kinda' crazy. Glad I'm not using it, because I'd have to move some projects off of it. The article is also just confused in some ways. blog.cod…” evidence ↗
7 experts 4 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.

“I think this is a very bad move, and the people behind Codeberg should re-consider there stance. blog.codeberg.org/protecting-o...”

Policy & governance

2 experts

Rules, institutions and accountability.

“Codeberg updates ToU to disallow LLM training and many LLM-generated projects, and wrote a thorough explanation: blog.codeberg.org/protecting-o... Regardless of the merits of AI code generation, AI trainers have got to get their scraper bots under control a…”

2 experts discussed this · 10 posts
Amy Hoy: this IS interesting, and it’s something i see a lot on subreddits for specific areas of interest (mac apps, note taking) as well as aspiring-entrepreneur ones lots of fancy-looking projects with ze…
Amy Hoy: i mean as somebody who coaches aspiring entrepreneurs, a lot of them spend way too much time on the idea or prototype and nothing on building a customer base but it usually takes more dedication an…
Amy Hoy: it’s the same old wantrepreneur failure pattern but with an acme rocket strapped to its ass
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Established Agents & robotics Signal 5d ago
⚡ 31 h early

NY School District Hits Pause on Robot Teacher Amid Scrutiny

3 experts across 3 network communities independently surfaced this.

Why this matches Concern & critique reaction 1 attributable expert contribution · Julie Carpenter, PhD
“Salamanca has paused the robot pilot. The district cited unresolved student data privacy agreements with the state; the state cited concern over humanoid robots in the classroom. nysfocus.com/2026/07/24/n... Thanks @wendynorris.bsky.social” evidence ↗
3 experts 3 communities 1 sources clustered

“Salamanca has paused the robot pilot. The district cited unresolved student data privacy agreements with the state; the state cited concern over humanoid robots in the classroom. nysfocus.com/2026/07/24/n... Thanks @wendynorris.bsky.social”

What experts are discussing without an anchoring article

5 experts · 8 posts · 6d ago
Matches Concern & critique
“You gotta hand it to OpenAI, billing this as a *partnership* between OpenAI & Hugging Face when what actually happened was Hugging Face finding out that OpenAI was using a bunch of bots to exploit …” evidence ↗
Timnit Gebru: You gotta hand it to OpenAI, billing this as a *partnership* between OpenAI & Hugging Face when what actually happened was Hugging Face finding out that OpenAI was using a bunch of bots to exploit …
Timnit Gebru: Reading that whole OpenAI post describing them unleashing a bunch of bots on Hugging Face as an "unprecedented cyber incident," is a master class in marketing. Lol and branding what happened as Ope…
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2 experts · 13 posts · 4d ago
Matches Concern & critique
“would be a pointless eval run if it were prompted with anything other than the bare eval text itself, which given that it is ExploitGym is about turning vulns into exploits, not about targeting inf…” evidence ↗
Shared emphasis Concern & critique · 2
Pwnallthethings: agree on the former, disagree on the latter tho.
Pwnallthethings: would be a pointless eval run if it were prompted with anything other than the bare eval text itself, which given that it is ExploitGym is about turning vulns into exploits, not about targeting inf…
Open the thread →
3 experts · 4 posts · 6d ago
Matches Concern & critique
“My worry is you hit a cultural inflection point where kids who would never previously have even considered cheating, who DO care about education, look at how ubiquitous AI cheating is & decide they…” evidence ↗
Multiple readings Concern & critique · 1 Questions & unknowns · 1
Julian Sanchez: My worry is you hit a cultural inflection point where kids who would never previously have even considered cheating, who DO care about education, look at how ubiquitous AI cheating is & decide they…
Jed Brown: This is currently among the most-cited reasons for LLM use by university students. And a big part of it is that instructors reward the cheating, and it feels pointless when students are routinely f…
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