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University of Pennsylvania

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3

RESEARCH · 1 SOURCE · Hugging Face

LitPivot: system that links literature-backed critiques and revision suggestions to early research ideas

LitPivot is an interactive system that segments a draft research proposal into facets (problem, contribution, evaluation), groups and ranks papers from Asta Paper Finder by facet, and generates literature-supported critiques plus editable revision suggestions. In a lab study with 17 researchers, domain experts rated ideas produced with LitPivot as better grounded in the literature and participants reported their revised ideas as more novel and useful; the work will be presented at UIST 2026.

6.0

STARTUPS · 1 SOURCE · TechCrunch AI

ScrollEd debuts AI-powered app that turns textbooks into short-form feeds at TechCrunch Disrupt

ScrollEd, a Palo Alto startup founded by Utsav Gupta and Rebecca Neff, has built an app that converts text files (including PDFs and textbooks) into a TikTok/Reels-like vertical feed using AI-generated video, audio, text, and quizzes. The company, which is bootstrapped and offers a freemium model plus a paid ScrollEd Pro and institutional licenses with analytics, is launching its consumer product at TechCrunch Disrupt and plans pilots with schools and corporate training programs.

4.0

MONEY · 1 SOURCE · MIT Technology Review AI

What’s at stake in AI’s trillion-dollar gamble

An MIT Technology Review article follows Wharton finance professor Jessica Wachter as she attempts to assess AI’s near-term economic impact, noting she confronted many business and technical uncertainties and began from a "remarkable fact" that is not specified in the excerpt. The piece examines the methodological and economic stakes of forecasting how AI may affect the economy over the next few years.

7.0