Why do image-generation models miss details under real-world constraints - and how to fix it?

Modern image-generation systems often look flawless in demos but fail to deliver consistent, production-ready outputs when used at scale or integrated into real workflows. The pain points are predictable: text rendered badly, composition errors, inco...