Remediation Zero — the six weeks after the scan
An agent fleet that owns the six weeks after a vulnerability scan. A Gemma reviewer rejects 65% of a Gemini agent's proposals, and it refuses to close 102 findings nothing actually looked at.
Core trick
A second model reviews each proposed fix and blocks closing any vulnerability finding without recorded verification evidence.