Quantum advancements are emerging as transformative forces in the computational landscape. The merging of academic physics and effective engineering is producing unrivaled capabilities. The real-world adoption of quantum technologies encounters substantial technological hurdles, with quantum error correction emerging as one of the critical obstacl