Security checks often run too late and produce so much noise that teams learn to ignore them. SAFE-PIPE moves analysis left into the pipeline and uses AI to cut false positives, so the findings that surface are the ones worth acting on. It runs inside CI/CD, can gate a build when critical issues appear, and is open source — issues and contributions welcome on GitHub.