The number in this session's title is a triage improvement. The story underneath is that the queue being triaged should never have grown that large, and what fixed the root cause was not AI. The diagnosis is candid: it was easier to obtain an exception than to fix the problem, partly because application teams did not know how to fix certain vulnerabilities — not bad developers, simply not security engineers. That produces a self-reinforcing failure where a better scanner makes things worse, because more findings enter a pipeline limited by developer capability. Average false-positive review time falling from thirty days to thirteen is real and is a faster way to process the symptom. The durable change is a tiered security champions programme whose second tier exists to verify the first, anticipating the incentive that delegation creates.