Most security findings are never proved. Engineers spend the week working out which ones are real, and developers stop opening a queue they do not trust. This session is about removing that work: how exploitability is proved automatically, what AI triage adds on top, and what changes in your pipeline once the list is right. A confirmed finding cannot be a false positive — and we will show you why, live, on a running application.