N-day is Becoming N-Hour. Patching Faster Won't Save You.

This article describes how large AI models can rapidly weaponize vendor patches—turning diffs and builds into working exploits in hours—demonstrating successful exploit generation against Firefox and Windows kernel CVEs, and argues defenders must move from relying on fast patching to continuous adversarial exposure validation; the piece also positions Picus's products as practical mitigations.