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Empowering AI data scientists using a multi-agent LLM framework with self-evolving capabilities for autonomous, tool-aware biomedical data analyses

Crossref DOI link: https://doi.org/10.1038/s41551-026-01634-6

Published Online: 2026-03-30

Update policy: https://doi.org/10.1007/springer_crossmark_policy

Authors

Bu, Dechao https://orcid.org/0000-0002-8833-5432
Sun, Jingbo https://orcid.org/0009-0008-9257-3995
Li, Kun

He, Zihao

Huang, Wei

Hu, Jinlin

Zhang, Shanshan https://orcid.org/0009-0009-4050-4063
Lei, Shuangshuang

Huo, Peipei

Wang, Zhihao

Wang, Sheng https://orcid.org/0009-0009-0537-905X
Wang, Tao

Gao, Kai

Wu, Yang https://orcid.org/0000-0001-6547-9524
Zhao, Lianhe https://orcid.org/0000-0002-7736-2443
Wang, Kai https://orcid.org/0009-0001-0354-1772
Li, Gen

Song, Huan

Jin, Yang

Zhang, Kang https://orcid.org/0000-0002-4549-1697
Chen, Runsheng https://orcid.org/0000-0002-0550-1731
Zhao, Yi https://orcid.org/0000-0001-6046-8420
License Information

Text and Data Mining valid from 2026-03-30

Version of Record valid from 2026-03-30
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Article History

Received: 17 May 2025

Accepted: 13 February 2026

First Online: 30 March 2026

Competing interests

: The authors declare no competing interests.