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Pablo Castells

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#machine learning Preprint Sep 2026

AutoResearch at Production Scale: Failure Modes and a Multi-Agent Framework

A three-principle scaffolding design is contributed that maps each failure mode to a structural remedy and whose instantiation scales with iteration cost, suggesting these are structural properties of production-scale autonomous research rather than artifacts of either application.

Aparajith Chandran, Juwon Kim, Saurav Jha et al. · 0 citations

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