Your AI Prototype Is Not a Production System: The Engineering Behind Reliable AI Applications From containerization and deployment pipelines to observability, failure recovery, and scaling — what it actually takes to operate AI software in the real world. By Ahmed Adawy An AI application can look impressive during a demonstration and still be a long way from production-ready. The model returns a useful answer. The API responds correctly. The retrieval pipeline finds relevant doc...