As artificial intelligence moves from experimental models to the backbone of global infrastructure, the central challenge facing technologists is no longer speed or accuracy alone—it is trust. AI systems today are expected to operate reliably across cloud platforms, financial systems, supply chains, and public infrastructure, often under adversarial, uncertain, and rapidly changing conditions.