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 Research & technical analysis reactions.

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Showing signals surfaced by John Warner ×

The developments commanding sustained expert attention

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

Established Models & releases Analysis 16d ago
⚡ 6 h early
AI displacing peer review

Generative AI Is Not Our Peer

4 experts across 3 network communities independently surfaced this.

Why this matches Research & technical analysis reaction 2 attributable expert contributions · Emily M. Bender, John Warner
“"I understand that there have been some experiments showing that LLM review may have similar outcomes to human peer review, but who cares? Either scholarship, research and publishing are human enterprises or they aren’t." www.insidehighered.com/opinion/colu…” evidence ↗
4 experts 3 communities 1 sources clustered
How the network is reacting 2 experts are emphasizing research & technical analysis.
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Research & technical analysis

2 experts

Evidence, methods and technical implications.

“"I understand that there have been some experiments showing that LLM review may have similar outcomes to human peer review, but who cares? Either scholarship, research and publishing are human enterprises or they aren’t." www.insidehighered.com/opinion/colu…”

4 experts discussed this · 44 posts
Emily M. Bender: "I understand that there have been some experiments showing that LLM review may have similar outcomes to human peer review, but who cares? Either scholarship, research and publishing are human ente…
Emily M. Bender: Exactly! No matter what you are claiming to measure, the results can't be meaningful if they are based on a false frame. The claim that peer review can be automated is a false frame. And unfortunat…
Emily M. Bender: In general, I really like the article linked at the top of the thread, though the author kept going out of his way to say he's not a genAI/LLM "refuser". Whyever not? And why protest so much? >>
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Established Culture, work & education Analysis 18d ago
⚡ 28 h early
AI education flawed meta-analysis critique

Presumed Effective: The Manufacturing of an Evidence Base for AI-in-Ed Through Flawed Meta-Analysis

4 experts across 2 network communities independently surfaced this.

Why this matches Research & technical analysis reaction 1 attributable expert contribution · John Warner
“I would love everyone in education, regardless of level, to watch this discussion of the grave methodological problems of meta analysis papers on "AI in education." We are years from even a potentially valid analysis. Anyone claiming to know something now i…” evidence ↗
4 experts 2 communities 1 sources clustered

“I would love everyone in education, regardless of level, to watch this discussion of the grave methodological problems of meta analysis papers on "AI in education." We are years from even a potentially valid analysis. Anyone claiming to know something now i…”

“Of interest from Justin Reich today: a panel discussion on "faulty meta-analyses related to AI in Education":”