Author

Andrew L. Consiglio

Ginkgo Bioworks, Inc. (United States)

Listed by name: these papers carry no ORCID for this author, so different people with the same name may be mixed together.

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Synthetic Biology· 1

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Research Focus:drug response / drug discovery· 1 Approach:machine learning (classical)· 1

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Ahmed El-KishkyiD· 1 shared Alexus A. Smith· 1 shared Alicia Byrn· 1 shared Alvaro R. Bautista-AyalaiD· 1 shared Alycia Wong· 1 shared Alyssa Tran· 1 shared Andrew Nesson· 1 shared Austin Kathleen J· 1 shared

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Ahmed El-KishkyORCID

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Recent·Most cited

Synthetic BiologybioRxivPreprintFeb 5, 2026

Using a GPT-5-driven autonomous lab to optimize the cost and titer of cell-free protein synthesis

Alexus A. Smith, Edmund L. Wong, Ronan C. Donovan…·Reshma P. Shetty

This paper demonstrates an LLM-driven autonomous lab that reduces the cost of cell-free protein synthesis by 40% and increases titer by 27% through iterative optimization.

10 citations

machine learning (classical)drug response / drug discovery

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