As AI coding accelerates development cycles, traditional QA models no longer hold up. In this article, Ryan Allis explores how SaaS leaders can redesign quality assurance for the agentic engineering era — shifting from manual testing to AI orchestration, continuous validation, and structured human oversight to maintain reliability without slowing innovation.