A white paper proposes establishing an "AI Institute for Scientific Analysis" to address stagnation in fundamental physics and global science. The authors argue that the current academic system, dependent on human peer review and overwhelmed by information noise, cannot identify paradigm-shifting theories. They propose Large Language Models acting as a "Great Filter," combined with automated in silico validation and self-driving labs, to systematically scan, evaluate, and validate scientific theories. The paper frames the effort as a geopolitical and economic necessity.
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