aiqbench analysis

This article is about quantum error correction, specifically speeding up decoder recalibration, so its primary subject is quantum technology. It falls under Quantum Computing, since the work concerns the classical decoding and calibration pipeline that keeps fault-tolerant quantum processors functional. For readers, the key question is whether reducing recalibration from minutes to seconds translates into practical gains in uptime and scalability on real hardware, and whether those gains hold outside the specific experimental setup.