The patching treadmill: Why traditional application security is no longer enough

The article argues that traditional find-and-fix and defend-and-defer application-security models are failing as continuous deployment and AI-accelerated code production increase the volume and speed of vulnerabilities; it highlights long remediation times, known-exploited-vulnerability trends, and the need to shift security left toward code creation rather than relying solely on downstream patching and compensating controls.