On March 12, IBM officially released the industry's first quantum-centric supercomputing reference architecture, providing a technical blueprint for integrating quantum processors (QPUs) into modern supercomputing environments. This architecture employs an open and composable design, merging quantum hardware with classical infrastructure such as CPU/GPU clusters, high-speed networks, and shared storage into a unified computing environment, supporting automated orchestration and scheduling of hybrid workflows. Through the open-source framework Qiskit and the Quantum Resource Management Interface (QRMI), researchers can seamlessly invoke quantum computing power within existing HPC workflows. This architecture has already been validated in several cutting-edge research projects.