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In its 2026 Digital Defense Report, Microsoft warns that threat actors are currently benefiting from artificial intelligence faster than security teams, particularly in vulnerability discovery, malware development, and accelerating post-compromise activity. The company believes that the time needed to turn a discovered vulnerability into a weapon has fallen to less than 24 hours, although real-world campaigns still rely heavily on human direction.