An AI system to help scientists write expert-level empirical software

Eser Aygün, Anastasiya Belyaeva, Gheorghe Comanici, Marc Coram, Hao Cui, Jake Garrison, Renee Johnston, Anton Kast, Cory Y. McLean, Peter Norgaard, Zahra Shamsi, David Smalling, James Thompson, Subhashini Venugopalan, Brian P. Williams, Chujun He, Sarah Martinson, Martyna Plomecka, Lai Wei, Yuchen Zhou, Qian-Ze Zhu, Matthew Abraham, Erica Brand, Anna Bulanova, Jeffrey A. Cardille, Chris Co, Scott Ellsworth, Grace Joseph, Malcolm Kane, Ryan Krueger, Johan Kartiwa, Dan Liebling, Jan-Matthis Lueckmann, Paul Raccuglia, Xuefei Julie Wang, Katherine Chou, James Manyika, Yossi Matias, John C. Platt, Lizzie Dorfman, Shibl Mourad, Michael P. Brenner

Open source

DOI
10.1038/s41586-026-10658-6
Published
2026-05-19
Container
Nature
Publisher
Springer Science and Business Media LLC
Open access
unknown

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BibTeX

@article{allodium:10.1038/s41586-026-10658-6,
  title = {An AI system to help scientists write expert-level empirical software},
  author = {Eser Aygün and Anastasiya Belyaeva and Gheorghe Comanici and Marc Coram and Hao Cui and Jake Garrison and Renee Johnston and Anton Kast and Cory Y. McLean and Peter Norgaard and Zahra Shamsi and David Smalling and James Thompson and Subhashini Venugopalan and Brian P. Williams and Chujun He and Sarah Martinson and Martyna Plomecka and Lai Wei and Yuchen Zhou and Qian-Ze Zhu and Matthew Abraham and Erica Brand and Anna Bulanova and Jeffrey A. Cardille and Chris Co and Scott Ellsworth and Grace Joseph and Malcolm Kane and Ryan Krueger and Johan Kartiwa and Dan Liebling and Jan-Matthis Lueckmann and Paul Raccuglia and Xuefei Julie Wang and Katherine Chou and James Manyika and Yossi Matias and John C. Platt and Lizzie Dorfman and Shibl Mourad and Michael P. Brenner},
  year = {2026},
  journal = {Nature},
  doi = {10.1038/s41586-026-10658-6},
  url = {https://doi.org/10.1038/s41586-026-10658-6}
}

RIS

TY  - JOUR
TI  - An AI system to help scientists write expert-level empirical software
AU  - Eser Aygün
AU  - Anastasiya Belyaeva
AU  - Gheorghe Comanici
AU  - Marc Coram
AU  - Hao Cui
AU  - Jake Garrison
AU  - Renee Johnston
AU  - Anton Kast
AU  - Cory Y. McLean
AU  - Peter Norgaard
AU  - Zahra Shamsi
AU  - David Smalling
AU  - James Thompson
AU  - Subhashini Venugopalan
AU  - Brian P. Williams
AU  - Chujun He
AU  - Sarah Martinson
AU  - Martyna Plomecka
AU  - Lai Wei
AU  - Yuchen Zhou
AU  - Qian-Ze Zhu
AU  - Matthew Abraham
AU  - Erica Brand
AU  - Anna Bulanova
AU  - Jeffrey A. Cardille
AU  - Chris Co
AU  - Scott Ellsworth
AU  - Grace Joseph
AU  - Malcolm Kane
AU  - Ryan Krueger
AU  - Johan Kartiwa
AU  - Dan Liebling
AU  - Jan-Matthis Lueckmann
AU  - Paul Raccuglia
AU  - Xuefei Julie Wang
AU  - Katherine Chou
AU  - James Manyika
AU  - Yossi Matias
AU  - John C. Platt
AU  - Lizzie Dorfman
AU  - Shibl Mourad
AU  - Michael P. Brenner
PY  - 2026
JO  - Nature
DO  - 10.1038/s41586-026-10658-6
UR  - https://doi.org/10.1038/s41586-026-10658-6
ER  -

APA

Aygün, E., Belyaeva, A., Comanici, G., Coram, M., Cui, H., Garrison, J., Johnston, R., Kast, A., McLean, C. Y., Norgaard, P., Shamsi, Z., Smalling, D., Thompson, J., Venugopalan, S., Williams, B. P., He, C., Martinson, S., Plomecka, M., Wei, L., Zhou, Y., Zhu, Q., Abraham, M., Brand, E., Bulanova, A., Cardille, J. A., Co, C., Ellsworth, S., Joseph, G., Kane, M., Krueger, R., Kartiwa, J., Liebling, D., Lueckmann, J., Raccuglia, P., Wang, X. J., Chou, K., Manyika, J., Matias, Y., Platt, J. C., Dorfman, L., Mourad, S., & Brenner, M. P. (2026). An AI system to help scientists write expert-level empirical software. Nature. https://doi.org/10.1038/s41586-026-10658-6

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