Nature Machine Intelligence, Published online: 10 September 2026; doi:10.1038/s42256-026-01298-6

Shi et al. demonstrate a dual architecture approach for materials research, integrating two lightweight large language models for collaborative reasoning and scientific tool execution. The method achieves competitive performance while remaining affordable and locally deployable.