The Operator’s Dilemma – Part II
Why visibility, ownership, and operational alignment matter more than scanners, dashboards, and remediation SLAs
The Vulnerability Management Problem Was Never About Patching
Why visibility, ownership, and operational alignment matter more than scanners, dashboards, and remediation SLAs
When Anthropic announced Mythos and demonstrated the ability of Agentic AI to identify exploitable vulnerabilities at a scale previously reserved for elite security researchers, much of the cybersecurity community immediately focused on discovery.
The assumption was understandable. If AI can identify vulnerabilities faster, defenders will need to patch faster.
While true, that conclusion misses a more important reality.
Most organizations are not struggling because they lack awareness of vulnerabilities. They are struggling because vulnerability management has always been constrained by operational complexity rather than technical capability.
For nearly twenty years, the cybersecurity industry has invested heavily in improving discovery. Vulnerability scanners became more sophisticated. Asset discovery platforms expanded coverage. Threat intelligence feeds improved prioritization. Exposure management platforms emerged to help organizations understand attack paths and business impact.
Yet despite those investments, vulnerability backlogs continue to grow.
The reason is straightforward.
Finding vulnerabilities has become significantly easier.
Remediating them has not.




