- Reduced code examples in all guide pages (getting-started, quickstart, concepts, modules, examples, use-cases, learning-more)
- Added comprehensive cookbook links with descriptions (topics, difficulty, time, use cases)
- Improved structure and organization across all guide pages
- Updated use-cases.md to only include use cases with corresponding cookbooks
- Removed 'Last Updated: 2024' from all documentation files
- Enhanced navigation with better 'Next Steps' sections
- Removed all Pinecone references, adapters, and documentation to align with open-source, self-hosted focus.
- Removed PineconeAdapter and related dependencies.
- Updated VectorStore to enforce supported backends (FAISS, Weaviate, Qdrant, Milvus, InMemory).
- Updated cookbooks (e.g., 13_Vector_Store.ipynb) to use Weaviate/FAISS examples instead of Pinecone.
- Updated core documentation (modules.md, rchitecture.md, etc.) to reflect backend changes.
- Added new tests ( est_pinecone_removal.py, est_vector_store_deepdive.py) to verify removal and validate remaining backends.
- Verified all vector store tests pass.
- 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