The Qiushi Discovery Engine autonomously conducts end-to-end scientific research on a physical optical platform. It utilizes a dual-layer architecture and Meta-Trace memory to manage nonlinear research phases. This system produces nontrivial results backed by experimental evidence. Practitioners now have a blueprint for moving LLM agents from digital assistants to autonomous physical laboratory operators.