- Enhanced docs/reference/vector_store.md (~575 lines)
- All 32 classes documented
- All 10 convenience functions
- Complete adapter documentation
- Updated cookbook/introduction/13_Vector_Store.ipynb
- 10-step comprehensive guide
- Created cookbook/advanced/Advanced_Vector_Store_and_Search.ipynb
- 4 focused parts (removed error handling per user request)
- Part 1: Index selection (Flat, HNSW, IVF)
- Part 2: Smart filtering with metadata
- Part 3: Result fusion (RRF, weighted)
- Part 4: Multi-tenant data isolation
- Beginner-friendly with clear examples
- Quick reference guide included
All vector_store documentation complete and production-ready.
- 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
KaifAhmad1