How to Safely Integrate AI Into Structured Backend Systems

This article explores the challenges of integrating AI into structured backend systems like Java Spring Boot applications. It shows how small inconsistencies in AI-generated outputs can cause cascading failures across services. The key takeaway is that stability comes from enforcing strict boundaries—validating and normalizing AI outputs before they reach core system logic.