The era of quantum computing transformation is fundamentally altering how we handle complex challenges. These advanced systems are opening fresh territories in processing power and analytical prowess. Quantum error correction remains one of the most vital challenges in building trustworthy qubit-based devices like the IBM Q system One, demanding a