- Update all notebooks to use generate_embeddings() instead of generate()
- Update docs/reference/embeddings.md to remove references to removed components
- All notebooks now use data_type='text' parameter for embedding generation
- Updated 11 notebooks across introduction, use_cases, and advanced directories
- Added grid‑card layouts, icons, and admonitions to all reference pages
- Removed all mkdocstrings ::: directives that caused alias‑resolution errors
- Fixed export module alias issue (RDFExporter) by cleaning the docs
- Updated README‑style sections for better readability
- Added a PowerShell helper script (remove_mkdocstrings.ps1) for future clean‑ups