aiqbench analysis

Toppan and Keio's trial is a small, early-stage proof of concept: a quantum circuit generates a 16-by-16 grayscale core image on 10 qubits, and conventional AI upscales it to 256-by-256 color. The reported gains, such as the digit-generation accuracy rising from 16% to 78%, come from preliminary low-resolution tests, so they should be read as directional rather than as evidence of practical advantage. The useful signal for readers is the attempt to run a generative model's core step on real noisy hardware and to pair it with classical AI for the rest of the pipeline.