Abstract We introduce the Bioacoustic Cocktail Party Problem Network (BioCPPNet). a lightweight. modular. and robust U-Net-based machine learning architecture optimized for bioacoustic source separation across diverse biological taxa. https://www.mabelandfoxs.shop/product-category/beach-bag/