End-to-end autonomous scientific discovery on a real optical platform

The text introduces the Qiushi Discovery Engine, an LLM-based agentic system for autonomous scientific discovery on a real optical platform. It demonstrates end-to-end discovery by combining nonlinear research phases, Meta-Trace memory, and a dual-layer architecture, successfully reproducing a published experiment.