Dynaflow's AI + Lights-out Laboratories is an innovative engine in the R&D field, with its core advantage being the improvement of R&D efficiency. Data shows that the efficiency of AI + Lights-out Laboratories can be as high as 480 times, especially for trial-and-error R&D and repetitive tasks. The laboratory adopts an unmanned intelligent execution mode, generating high-quality data through the autonomous operation of robot AI. This data is not only accurate and reliable, but can also be continuously learned and optimized by the AI system, providing data-driven decision support for the R&D process.