Theseus Labs, together with Tsinghua University, ByteDance, ModelBest and other institutions, released a report that uses the "improvement loop" as an analytical unit for the first time, systematically reviewing RSI technical routes, industrial practices and evaluation challenges, and proposing the HCI metric and an L1-L5 autonomy roadmap.