Generative AI has rapidly transformed how text, images and multimedia are created, enabling anyone to produce high-quality content with minimal effort. However, this democratization also makes it easy to misuse or misappropriate copyrighted material. Embedding robust, invisible watermarks directly into model outputs offers a practical way for rights holders to assert ownership, even when they have no access to the model’s internals.