Quantum computing is shifting from isolated experiments toward hybrid architectures integrated with high-performance computing and artificial intelligence (AI), speakers said on March 25 at the AI Expo Taiwan 2026, as the industry looks to position quantum systems as components within data center infrastructure rather than standalone research platforms.