aiqbench analysis

This research overturns the assumption that Gibbs-preserving and energy-conserving operations are equivalent in quantum work extraction, demonstrating that the former offers strictly superior error suppression and reliability. By quantifying these advantages through reverse quantum relative entropy, the study reveals that mathematical approximations previously used to model thermal processes mask significant physical limitations on precision. For quantum computing architects, this implies that optimizing for Gibbs-preserving constraints is critical for achieving faster error decay and higher gate fidelity in realistic thermal environments.