Flattened nested structures - Removed objects and promoted their essential properties to top-level primitives. This eliminated the cognitive overhead of managing object relationships during generation. Reduced property count from 26 to 9 - Kept only essential properties needed for validation and functionality. Preserved validation logic - Updated validation methods to work with flattened structure while maintaining compliance rules.@generable schema from 26+ to 9 properties