At the 2026 Inclusion·Bund conference main forum, Lu Chaoyang, executive dean of the USTC Shanghai Research Institute, said quantum computing remains immature and is not a universal accelerator. He said quantum speedups are likely limited to a narrow class of problems with special mathematical structure; to date there is no widely accepted evidence of practical quantum acceleration in finance, nor any accepted quantum algorithm that speeds up contemporary large-model training.