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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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 Woodrow Hartzog ×

The developments commanding sustained expert attention

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

Accelerating AI field signal Signal 10h ago

Ai silicon valley

7 experts across 2 network communities independently surfaced this.

Why this matches Concern & critique reaction 2 attributable expert contributions · rat king 🐀 👑 , Jeff (Gutenberg Parenthesis) Jarvis
“well written, well argued presentation of real world harms of AI without going into histrionics it won’t get the same amount of pickup bc it’s not scifi coded, but it’s just as concerned https://t.co/ko6nLkYr3L https://t.co/JgaVpDrbaO” evidence ↗
7 experts 2 communities 1 sources clustered
New AI field signal Signal 9h ago

papers.ssrn.com

4 experts across 2 network communities independently surfaced this.

Why this matches Concern & critique reaction 1 attributable expert contribution · Woodrow Hartzog
“I have posted a new draft w/ @jessicasilbey.bsky.social titled "AI Slop." We argue that "AI slop" isn't just slang. It's useful for distinguishing between cheap and dangerous AI output and the kinds of meaningful human authorship that strengthen our cultura…” evidence ↗
4 experts 2 communities 1 sources clustered
Established AI field signal Signal 17d ago
⚡ 6 h early

Subtlefakes: Slightly Altered Nonconsensual AI Images Are Taking Over X

6 experts across 4 network communities independently surfaced this.

Why this matches Concern & critique reaction 2 attributable expert contributions · Mar Hicks, Frank Pasquale
““These images, which I’ve started calling subtlefakes, are not as clearly offensive, but are a lot more convincing. The concerning implication is it’s not just the tech that is advancing now, but that people who wield it maliciously are getting more sophist…” evidence ↗
6 experts 4 communities 1 sources clustered
Established Culture, work & education Analysis 18d ago
⚡ 13 h early
NYT opinion never write with AI

Opinion | I’m Begging You: Never Write With A.I.

5 experts across 2 network communities independently surfaced this.

Why this matches Concern & critique reaction 2 attributable expert contributions · Frank Pasquale, Jason Moore
“As LLM text “becomes ubiquitous, it undermines not only our individual ability to write but also a society’s collective ability to reason, a culture’s inner capacity to create and everyone’s reason to care.” www.nytimes.com/2026/08/04/o...” evidence ↗
5 experts 2 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.

“As LLM text “becomes ubiquitous, it undermines not only our individual ability to write but also a society’s collective ability to reason, a culture’s inner capacity to create and everyone’s reason to care.” www.nytimes.com/2026/08/04/o...”

Questions & unknowns

1 expert

What remains unresolved or contested.

“"The link between broad-based literacy and the rise of democracy is well known:…What happens when the process goes into reverse? When people lack the patience to absorb arguments…[or] the ability to contradict those arguments because they’ve never honed..th…”

Established Culture, work & education Development 14d ago
⚡ 3 h early
Springfield AI classroom pilot union fight

Springfield is piloting an AI-driven classroom. The teachers' union is trying to stop it

3 experts across 2 network communities independently surfaced this.

Why this matches Concern & critique reaction 1 attributable expert contribution · Hypervisible
“The danger of this model is not so much for kids whose parents can spend $50,000 a year on Alpha School. The bigger problem is when this “ai school” gets foisted on kids whose parents cannot buy their way out of the fact that their kids got a shitty education.” evidence ↗
3 experts 2 communities 1 sources clustered

“The danger of this model is not so much for kids whose parents can spend $50,000 a year on Alpha School. The bigger problem is when this “ai school” gets foisted on kids whose parents cannot buy their way out of the fact that their kids got a shitty education.”