- Extract repeated bicone factor formula (1 - |2L - 1|) into _bicone_factor() helper function, used in 4 places across color_space.py - Optimize test_type_ii_uniformity: move decode outside strength loop - Add named constants for test parameters in diagnostics.py - Remove unused imports and variables