Beyond the Demo: The Hard Truths of Engineering Production-Grade AI

Transitioning AI from a prototype to a production system requires shifting focus from the model itself to a complex ecosystem of orchestration, monitoring, and validation. As AI matures, developers must treat prompts and retrieval mechanisms as standard software assets to ensure reliability and cost-efficiency at scale.