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Kathleen Fisher and Byron Cook explore how formal methods and AI can work together to create more secure software systems, demonstrating how automated reasoning and proof techniques can help address emerging cybersecurity challenges and potentially enable a "great software rewrite" that dramatically reduces vulnerabilities.