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This paper presents an ongoing interdisciplinary research project that deals with free improvisation and human-machine interaction, involving a digital player piano and other musical instruments. Various technical concepts are developed by student participants in the project and continuously evaluated in artistic performances. Our goal is to explore methods for co-creative collaborations with artificial intelligences embodied in the player piano, enabling it to act as an equal improvisation partner for human musicians.