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Manish Gupta, CEO of TestingXperts, argues that trust, not speed, is the new competitive advantage. Quality engineering must shift from downstream validation to upstream design across digital engineering, data environments, and AI systems. The McKinsey Global Institute estimates generative AI could contribute $2.6 trillion to $4.4 trillion annually.
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