CISO perspectives on managing vulnerability risks in the age of AI

Most of what has been written about AI and vulnerability management focuses on speed: how much faster frontier AI models can scan code, find weaknesses, design patches, and build exploits than any human team. That part is true, and it matters to how we remediate vulnerabilities. The more challenging question is what happens after the scan?