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Six Dimensions, No Universal Ranking: What HexEval Changes About Scholar Assessment

TL;DR for operators Research organizations rarely need one answer to the question “Who is the better scholar?” A hiring committee may care about research rigor and methodological originality; a technology-transfer office may care about usable software or patented inventions; a promotion committee may also care about sustained intellectual direction and accumulated impact. Combining those signals into one number makes comparison easier, but it also hides which evidence actually drove the decision. ...

August 26, 2026 · 7 min · Zelina
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Reviewer, Reviewed: When AI Starts Grading the Graders

Review queue. That is where many serious organizations quietly lose time, quality, and patience. A technical team writes a proposal. A risk team checks a report. A grant committee reads applications. A legal or compliance group inspects a document for missing evidence, weak logic, and embarrassing errors. Everyone agrees that review matters. Everyone also knows the reviewers are tired. ...

April 16, 2026 · 16 min · Zelina