The Hidden Cost of AI Systems: Understanding Technical Debt in Modern Machine Learning

Technical debt has become a critical challenge in artificial intelligence development, accumulating through rushed decisions in data collection, model documentation, and system integration. As organizations scale their machine learning initiatives, understanding and managing this debt is essential for long-term sustainability and competitive advantage.