On December 20, 2025, TuringQ and Moore Threads, a prominent domestic GPU company, inked a strategic cooperation pact. The duo is set to concentrate on the realm of quantum-classical hybrid computing, working hand in hand on areas including GPU-driven quantum computing simulation, the construction of software and hardware architectures along with ecosystems, the establishment of quantum intelligent computing centers, and the promotion of industry-specific solutions. At the architectural echelon, the two entities will collaboratively craft a hybrid computing architecture that harmoniously blends GPUs and Quantum Processing Units (QPUs). This will entail a profound integration of the parallel attributes inherent in quantum computing with the high-performance classical computing prowess of GPUs. Simultaneously, the pair will tackle the pivotal hardware interconnection technologies bridging GPUs and QPUs. By harnessing the parallel computing capabilities of GPUs, they aim to furnish low-latency, highly reliable real-time computing support for quantum error correction. This, in turn, will facilitate the construction of large-scale fault-tolerant photonic quantum computers.