aiqbench analysis

This article focuses on Meridian, an AI system specifically engineered to optimize quantum circuit designs for fault tolerance, demonstrating superior performance over both traditional algorithms and general-purpose agents like OpenAI's GPT-6 Astra. By reducing logical error rates by up to 98.4% across diverse error-correction codes, the tool addresses a critical bottleneck in building practical, scalable quantum computers. The validation using realistic hardware models ensures these gains are substantive rather than theoretical, marking a significant advancement in automated quantum engineering.