The AI + LIGHTS - OUT LABORATORIES independently developed by Dynaflow can deeply embed the research and development process through self-learning and self evolving intelligent algorithms. The platform will conduct real-time verification and feedback based on experimental results, dynamically adjust the experimental path, and achieve intelligent iteration of the research and development process. This data-driven research assistance model completely changes the linear logic of traditional R&D, allowing R&D teams to focus on innovative work while ensuring the scientific and economic feasibility of experimental routes, truly promoting the paradigm shift of scientific research from "experience driven" to "intelligent driven".