Recent advancements in machine intelligence are revolutionizing data processing within the field of flow cytometry. A particularly exciting application lies in the refinement of spillover matrices, a crucial step for accurate compensation of spectral spillover between fluorescent channels. Traditionally, these matrices are constructed using manual