Introduction: The Limit of AI Without Structural UnderstandingOver the past two years, most organizations have adopted artificial intelligence (AI) through a standardized pathway: code completion, automated testing, and Q&A systems. These applications deliver immediate, tangible results. However, when teams attempt to integrate AI into core business logic, significant challenges emerge.Consider a typical scenario in an automotive parts sales system. A customer places an order for 100 filters, while the inventory shows only 120 units availabl...