Why this exists

Vulnerability management is often reduced to scanners, scores, patch deadlines, and a dashboard that is somehow always amber. The actual discipline is broader: asset knowledge, technical evidence, business context, ownership, safe change, verification, and learning.

AI agents make that work more interesting. They can discover, explain, prioritize, and remediate at machine speed. They also introduce new attack surfaces and make weak operating assumptions scale faster. This site explores both sides without treating autonomy as magic.

Editorial standard

Sources are linked. Facts, interpretations, and recommendations should remain distinguishable. Advisory pages do not replace vendor guidance. Corrections are welcome.