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Linyi Yang

1 development in the corpus

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AUG 12, 2026 · PREPRINT

Mechanist: AI as a Scientific Instrument for Discovering the Mechanisms of Intelligence

arXiv

A novel computational system for mechanistic AI discovery demonstrating proof-of-concept applications, but lacking validation against independent data, peer review, or clinical/translational endpoints.

Hypothesis-GeneratingLinyi Yang Haoming Xu Yunzhi Yao

Reported

Interpretability-focused knowledg…approximately 13,000 papers

Multidisciplinary database43 million papers spanning 26 fields

Foundational method library size32 methods

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