Enterprise engineering teams are pivoting toward a centralized AI trust layer to manage governance, security, and interface logic instead of building these components from scratch. This evolution forces a transition from traditional agile sprints to agentic workflows, prioritizing long-term compliance and auditability in line with emerging global regulatory requirements.