Ling-3.0-flash-Fin scores 967 Elo on AA-Briefcase, slightly below Ling-3.0-flash-VL (986). AA-Briefcase tests agents on complex business workflows, using large collections of source files to produce spreadsheets, presentations and memos. Against VL, Fin passes fewer rubric checks (23.5% vs. 24.9%) and scores lower on Analytical Quality Elo (866 vs. 907), while its Presentation Elo is slightly higher (1095 vs. 1076), which is surprising as it does not posses the image input capabilities of the VL model.