aiqbench analysis

This classical simulation technique enables the practical benchmarking of large-scale logical magic-state preparation protocols under realistic noise, addressing critical resource constraints for fault-tolerant quantum computing. By leveraging algebraic structures to simplify error propagation from circuit-level Pauli errors to simulable logical Clifford errors, researchers can now efficiently model high-fidelity protocols previously beyond classical reach. This advancement directly accelerates the design and optimization of universal quantum computers by clarifying the overhead required for non-Clifford operations essential for computational universality.