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Alice & Bob's expanded €100M Series B, backed by NVIDIA's NVentures, validates a strategic pivot toward hybrid quantum-classical architectures that leverage existing HPC infrastructure. The partnership integrates proprietary cat-qubit technology with NVIDIA's CUDA-Q and cuQuantum ecosystems to address scalability challenges and reduce hardware requirements for fault-tolerant systems. This move signals a critical industry shift where practical quantum advantage will depend on deep coupling between specialized qubit designs and accelerated computing platforms.