AI Generates Prototypes but Lacks Production-Ready Systems

Generative AI tools accelerate prototype development but fail to address critical production requirements. Current outputs lack error handling, security safeguards, scalable data models, and observability, necessitating manual engineering to bridge the gap between a working demo and a deployable system.