Enterprise AI teams face three foundational pressures: compute flexibility across clouds, complex distributed inference patterns, and rapid model evolution that legacy infrastructure cannot handle. This guide outlines infrastructure trends and practical implementation strategies to build scalable, resilient AI systems.