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Vulnerabilities can lurk within production code for years or decades — and AI tools have opened a gateway to a glut of new long-hidden discoveries.

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Plus: Roanoke’s superintendent enjoys her last first day, along with school improvement news from Roanoke and Tazewell counties.

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