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Rosetta is presented, a multi-agent LLM pipeline that automatically generates first-principles analytical models from research paper PDFs, and four design decisions address failure modes of na\"ive LLM-based generation.
Gauntlet outperformed human reviewers in technical critique of computer architecture papers, revealing that LLMs can achieve significant analytical depth through structured multi-agent collaboration.