China hosted 41% of the world's top AI researchers in 2025 to 34% for the US, reversing their 2022 order, Carnegie China found. The study partly blames US visa rules, yet 53.5% of DeepSeek's authors never worked or studied abroad.
Reality
- Evidence40
- Adoption
- Insufficient
- Hype gap+20
- Incentives
- Insufficient
- Confidence40
UC Berkeley researchers turned roughly 7 million pages of local law from all 50 states into a free, searchable database. Comparing codes across towns becomes a search, run on text that an AI pipeline read and sorted.
Reality
- Evidence45
- Adoption20
- Hype gap+25
- Incentives45
- Confidence50
Claude Opus 4.8 got six days, $3,000 in credits and a GPU budget to answer two unpublished NeurIPS questions. The papers' original authors graded the output and rejected both.
Reality
- Evidence40
- Adoption
- Insufficient
- Hype gap+20
- Incentives
- Insufficient
- Confidence40
Noah Shinn gave venture capitalists the first invites to his AI assistant. Instinct now carries a $2.5bn valuation. The technique for making agents learn from their own failures is one Shinn published in 2023, before GPT-4.
Reality
- Evidence46
- Adoption22
- Hype gap+34
- Incentives72
- Confidence54
Red Hat says 70 to 80 percent of enterprise AI spending goes to inference, and blames a 70-billion-parameter model reading all 140GB of its weights for every token it writes. Its fix needs a draft model you train yourself.
Reality
- Evidence55
- Adoption40
- Hype gap+20
- Incentives85
- Confidence45
Cancer-journal editors are already catching undisclosed LLM use in peer review with commercial software. The unresolved question is what happens to a flagged researcher who says no.
Reality
- Evidence64
- Adoption68
- Hype gap+22
- Incentives74
- Confidence55
A year-long experiment covering 2,592 ICML 2023 submissions found top self-ranked papers drew about twice the citations of bottom-ranked ones. The signal survived rejection, which is the awkward part.
Reality
- Evidence74
- Adoption24
- Hype gap+12
- Incentives
- Insufficient
- Confidence56