Research on silicon spin qubits has led to advancements in managing noise, with studies exploring both passive and active suppression methods. The work involves investigating the origins of noise in these systems and probing interactions between qubits. Findings have been reported in various studies, including those focused on robust control in natural silicon devices and low-frequency energy splitting noise in highly purified materials.