The invention provides antibodies that specifically bind to PD-L1 and fusion molecules comprising PD-L1 binding proteins constructed with an IL15 receptor-binding domain, nucleic acid molecules encoding the same, and therapeutic compositions thereof. The agents inhibit PD-L1-mediated immunosuppression and enhance cell and cytokine mediated immunity for the treatment of neoplastic and infectious diseases.