qualys

The Math Does Not Work Anymore: Why Patching Faster Is No Longer Enough

John Z Black Apr 12, 2026

Security Operations & Resilience #vulnerability-management #qualys #cisa-kev #bug-bounty #ai-security #patch-management #risk-management

Qualys analyzed a billion CISA KEV remediation records and found attackers are weaponizing critical vulns an average of seven days before patches exist. The human-scale remediation model has hit a structural ceiling.