I. Introduction: When “Heap Parameters” Are No Longer the Only Answer In November 2025, Alibaba’s Tongyi-M AI quietly open-sourced a basic image generation model called Z-Image . It doesn’t have a parameter scale of hundreds of billions or trillions, nor does it have an overwhelming marketing campaign—with only 6 billion (6B) parameters , it has matched or even surpassed closed-source models…