This study explores novel approach to enhance the performance of qubits by leveraging signal smoothing algorithms to qubit chips, aiming primarily to mitigate experimental variability and enhance overall stability. This effort is intricately tied to the improvement of the Hamiltonian spectrum. By optimizing qubit operation through advanced smoothing techniques, we not only extend coherence times but also ascertain the robustness and quality of the qubit. Our findings highlight a substantial improvement in the precision of quantum information processing, indicating enhanced reliability in quantum computing experiments. Please note: Abbreviations should be introduced at the first mention in the main text – no abbreviations lists. Suggested structure of main text (not enforced) is provided below.