AI adoption is outpacing the maturity of the practices used to test and secure it. Engineering and security leaders need concrete, platform-grounded patternsnot just principles — for assuring AI systems in production. This session delivers a vendor-aware but architecture-first framework grounded in peer-reviewed research and real enterprise adoption.