FontStudio is an innovative font effect generation model that leverages adaptive diffusion technology to generate coherent visual content on irregular font shape canvases. This technology breaks free from the limitations of traditional rectangular canvases, offering new solutions for multilingual font design. User preference studies have shown FontStudio's significant advantages, even outperforming top commercial products like Adobe Firefly with a 78% aesthetic win rate.