The Qiushi Discovery Engine uses a dual-layer architecture and Meta-Trace memory to conduct autonomous research on a real optical platform. It manages nonlinear research phases to produce nontrivial results backed by experimental evidence. This system moves beyond predefined workflows. Practitioners can now automate the iterative cycle of hypothesis and physical validation in optics.