Quantum technology stands as a key technological frontier. The field includes varied approaches to harnessing quantum mechanical frameworks for computing advantage. Preserving qubit coherence is still among the leading critical challenges in quantum computing, as quantum data is remarkably vulnerable, making it susceptible to ecological disruption