Chen, Feng https://orcid.org/0000-0003-2915-599X
Stogiannidis, Ilias https://orcid.org/0009-0005-5803-1138
Wood, Andrew https://orcid.org/0000-0003-1343-0774
Bueno, Danilo https://orcid.org/0009-0008-3036-7010
Williams, Dominic https://orcid.org/0000-0001-8908-6696
Macfarlane, Fraser https://orcid.org/0000-0002-7411-1446
Grieve, Bruce D. https://orcid.org/0000-0002-5130-3592
Wells, Darren https://orcid.org/0000-0002-4246-4909
Atkinson, Jonathan A. https://orcid.org/0000-0003-2815-0812
Hawkesford, Malcolm J. https://orcid.org/0000-0001-8759-3969
Rolfe, Stephen A. https://orcid.org/0000-0003-2141-4707
Lawson, Tracy https://orcid.org/0000-0002-4073-7221
Pridmore, Tony
Tsaftaris, Sotirios A. https://orcid.org/0000-0002-8795-9294
Giuffrida, Mario Valerio https://orcid.org/0000-0002-5232-677X
Funding for this research was provided by:
RCUK | Biotechnology and Biological Sciences Research Council (BB/Y512333/1)
RCUK | Biotechnology and Biological Sciences Research Council (BB/Y512333/1)
RCUK | Biotechnology and Biological Sciences Research Council (BB/Y512333/1)
RCUK | Biotechnology and Biological Sciences Research Council (BB/Y512333/1)
RCUK | Biotechnology and Biological Sciences Research Council (BB/Y512333/1)
RCUK | Biotechnology and Biological Sciences Research Council (BB/Y512333/1)
RCUK | Biotechnology and Biological Sciences Research Council (BB/Y512333/1)
RCUK | Biotechnology and Biological Sciences Research Council (BB/Y512333/1)
RCUK | Biotechnology and Biological Sciences Research Council (BB/Y512333/1)
RCUK | Biotechnology and Biological Sciences Research Council (BB/Y512333/1)
RCUK | Biotechnology and Biological Sciences Research Council (BB/Y512333/1)
RCUK | Biotechnology and Biological Sciences Research Council (BB/X011003/1)
RCUK | Biotechnology and Biological Sciences Research Council (BB/Y512333/1)
RCUK | Biotechnology and Biological Sciences Research Council (BB/Y512333/1)
RCUK | Biotechnology and Biological Sciences Research Council (BB/Y512333/1)
RCUK | Biotechnology and Biological Sciences Research Council (BB/Y512333/1)
Microsoft Accelerating Foundation Models Research (AFMR): Agricultural Foundation Models via Domain-Specific Pre-Training
RCUK | Engineering and Physical Sciences Research Council (EP/X033686/1)
RCUK | Engineering and Physical Sciences Research Council (EP/Y028856/1)
Article History
Received: 1 May 2025
Accepted: 12 March 2026
First Online: 3 April 2026
Competing interests
: The authors declare no competing interests.