Beyond the Demo: Engineering Production AI on Cloudflare's Edge

As AI tools make prototyping trivial, the real challenge has shifted to production—ensuring systems survive real traffic and scale reliably. This guide reframes AI development not as prompt engineering but as managing an engineering team, and demonstrates how Cloudflare's edge infrastructure, combined with architectural discipline and proper observability, bridges the gap between quick demos and production-ready systems.