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This article reports on a strategic MoU establishing PNB's Quantum Finance Innovation Hub in Amaravati, marking the first dedicated quantum computing center for banking applications in India. The initiative aims to leverage quantum technology specifically for fintech research and advanced problem-solving within the financial sector rather than general consumer electronics or networking standards. By anchoring this hub in Andhra Pradesh's emerging "Quantum Valley," the project seeks to position the region as a global leader in applying quantum algorithms to complex banking challenges.