Perovskite solar cells promise high efficiency but face hurdles in stability and scalable production, complicating their commercialization. Here, the authors introduce Perovskite-R1, a large language model designed to enhance precursor additive discovery, which is validated by experimental confirmation of improved material stability and performance, providing an integrated workflow for intelligent, data-driven advancements in perovskite photovoltaics.
- Xin-De Wang
- Zhi-Rui Chen
- Zhong-Yi Lu