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Aparajith Chandran

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#machine learning Preprint Sep 2026

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

Optimizing embedding systems for production recommendation pipelines demands systematic exploration that consumes disproportionate engineering effort at scale. We apply Andrej Karpathy's AutoResearch paradigm -- a large language model that iteratively edits a training script and retains modifications that improve a hel...

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

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