Agentic systems are forcing IT leaders to rethink foundational AI architecture to avoid stranded investments. Rapid capability shifts create high technical risk for enterprise deployments. Organizations must prioritize modular frameworks over rigid, single-vendor stacks. This shift ensures infrastructure remains viable as models evolve, preventing costly rebuilds every six months for practitioners.