Self-Building Labs 提出 SBL:实验室可自行搭建并运行实验
Self-Building Labs
这篇论文挺有意思,实验室能自己搭自己:给个科研目标,它连布局、数字孪生和机器人技能都自己搞定,还跑了真实的量子点合成实验。
arXiv 论文 2610.23826 提出 self-building laboratory(SBL)概念。现有 self-driving laboratory 只能运行预设程序,改造到新实验需大量人工工程。SBL 接收高层科学目标后,自行设计实验室布局、数字孪生、机器人技能和实验流程,可从空房间或已有 SDL 起步。团队在不同机器人与多机器人协同的实验室中验证,并用真实量子点合成实验完成端到端测试。
Self-Building Labs
Self-driving laboratories (SDLs) accelerate scientific discovery by automating experimental execution and optimization. AI agents can increasingly propose new experiments, but existing SDLs can only run the procedures they were built for. Adapting them to a new experiment still takes extensive manual engineering, which makes laboratory flexibility the bottleneck for scaling discovery. We introduce the self-building laboratory (SBL), which designs, configures, and operates its own laboratory setup given a high-level scientific goal. SBL starts from whatever already exists, from an empty room to a working SDL, and builds the missing capabilities: the lab layout, its digital twin, robot skills, and experimental workflows. We demonstrate the system working across different robots and setups, scaling from a single workstation to laboratories with several robots working together. We validate SBL's end-to-end capabilities through a real-world quantum-dot synthesis experiment. By shifting the role of human researchers from manually configuring and programming device automation to specifying scientific objectives, SBL makes scientific automation more accessible, flexible, and scalable. Project website: https://self-building-labs.github.io/