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Introduction Quantum Edge AI Computing represents a transformative shift in how intelligent systems process and act on data in real time. By merging quantum-inspired computational models with edge-based artificial intelligence, this paradigm reduces latency, enhances privacy, and unlocks unprecedented performance for next-generation applications. Instead of sending every data point to distant cloud servers, intelligent processing…