The Qiushi Discovery Engine achieved end-to-end autonomous discovery on a physical optical platform. It uses a dual-layer architecture and Meta-Trace memory to manage nonlinear research phases. This system moves beyond simple workflow assistance to produce nontrivial experimental results. Practitioners can now automate the full cycle of hypothesis and physical verification.