nested-category-b

Flattening nested skill hierarchies converts multi-level category structures into a consistent, queryable format. This skill exposes stable identifiers and preserves hierarchical context, enabling vector-based search and discovery across all depth levels without losing organizational relationships.

Yes. Hybrid structures combine immediate skills with deeper categories to balance simplicity and organization. This approach adapts to evolving catalogs while maintaining compatibility with uniform indexing and depth metadata requirements.

Use consistent path notation and preserved hierarchical context to create stable identifiers across depth levels. This ensures users can navigate and retrieve skills uniformly whether categories are flat or nested, supporting both discovery and retrieval patterns.

Not necessarily. Hybrid flat-and-nested organization with consistent path notation satisfies vector-based search requirements without full restructuring. The skill demonstrates how depth metadata and stable identifiers enable search compatibility while preserving existing organizational flexibility.

Preserved hierarchical context maintains relationships between parent and child categories while exposing them through stable identifiers. This enables consistent retrieval across search depth, allowing users to discover skills at any organizational level with full context intact.