AI Security Asymmetry: Why Speed Alone Won't Save Defenders

AI has made something painfully clear: finding vulnerabilities faster does not automatically make an organization safer. That may sound odd, since vulnerability discovery has long been one of the hardest parts of cybersecurity. If a tool can identify more flaws, analyze more logs, and prioritize more signals, shouldn’t that reduce risk? Sometimes, yes, but only when defenders can convert discovery into remediation. CSA’s recent research publication, Core Collapse, argues that the asym...