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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Showing signals surfaced by Mike Caulfield ×

The developments commanding sustained expert attention

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Established AI field signal Development 8d ago
⚡ 10 h early
AI chatbots counter propaganda study

AI chatbots may be better than search engines in guarding against foreign propaganda

4 experts across 2 network communities independently surfaced this.

Why this matches Context & explanation reaction 1 attributable expert contribution · Mike Caulfield
“Tools matter, techniques matter, skill matters, context matters. If you don't understand this stuff I don't know why you would be in digital information literacy in the first place, but for some reason we've lost these core insights in this endless discussi…” evidence ↗
4 experts 2 communities 1 sources clustered
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.

“A new experiment by NPR and Newsguard suggests AI chatbots may be better than search engines at guarding against foreign propaganda from China, Russia, and Iran. www.npr.org/2026/08/30/n...”

Context & explanation

1 expert

Background, chronology and why it matters.

“Tools matter, techniques matter, skill matters, context matters. If you don't understand this stuff I don't know why you would be in digital information literacy in the first place, but for some reason we've lost these core insights in this endless discussi…”

What experts are discussing without an anchoring article

13 experts · 120 posts · 14h ago
Matches Context & explanation
“Yes and no. The bare LLM is outputting tokens from the current context. Tool calls are issued by the harness. And in practice the chain-of-thought sequence isn't made available to the harness. So f…” evidence ↗
Multiple readings Questions & unknowns · 3 Opportunity & adoption · 2 Concern & critique · 1
Sarah T Roberts, PhD: Try teaching college students. You won’t be quite so dismissive then.
Pwnallthethings: I think the "LLMs can't reason" stuff is mostly sophism these days. They plainly do not "reason" in the way humans do, and are certainly not always correct or good at it, but they are also doing th…
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