Integrating AI with Legacy Systems: Where Deterministic Architecture Meets Probabilistic Outputs
Legacy systems expect deterministic inputs and consistent behavior. AI produces probabilistic outputs that change with retraining. The integration challenge is fundamental, not implementation detail.