Soundfonts have become an essential tool in music production and sound design, allowing artists to access a wide range of high-quality audio samples. However, traditional soundfonts are typically limited in size, often containing only a few hundred to a few thousand samples. This restricts their creative potential, as artists are forced to rely on a fixed, finite set of sounds. Moreover, the process of creating and maintaining large soundfonts is time-consuming and labor-intensive, requiring significant resources and expertise.