KaifAhmad1 06145fd4b9 docs(vector_store): finalize documentation with simplified notebooks ...

- 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.

2025-12-08 19:55:23 +05:30

..

assets/img

Improve MkDocs layout: maximize content width, align header, and update theme colors

2025-11-22 14:18:25 +05:30

css

Fix documentation formatting, resolve import conflicts, and update styling

2025-12-02 17:02:55 +05:30

js

docs: enhance documentation structure and notebook formatting

2025-11-23 14:17:36 +05:30

reference

docs(vector_store): finalize documentation with simplified notebooks

2025-12-08 19:55:23 +05:30

architecture.md

Remove kg_qa module and exports; update docs and notebooks to remove KG QA references and add temporary notices; adjust README Quality Assurance examples; add roadmap entry for KG QA in Q1; refine wording per request

2025-12-06 17:34:57 +05:30

citation.md

Comprehensive documentation improvements

2025-11-29 18:24:26 +05:30

CodeExamples.md

fix: resolve all MkDocs strict mode link warnings

2025-12-05 18:43:31 +05:30

community-projects.md

docs: update integrations list to reflect actual implementations

2025-11-30 14:44:16 +05:30

community.md

docs: remove email addresses and add discussion templates

2025-12-03 11:19:07 +05:30

concepts.md

fix: resolve remaining MkDocs build warnings

2025-12-05 18:26:25 +05:30

contributing.md

Comprehensive documentation improvements

2025-11-29 18:24:26 +05:30

cookbook.md

fix: resolve remaining MkDocs build warnings

2025-12-05 18:26:25 +05:30

deep-dive.md

fix: resolve all MkDocs strict mode link warnings

2025-12-05 18:43:31 +05:30

DOCS_README.md

fix: rename docs/README.md to resolve strict mode warning

2025-12-05 18:48:56 +05:30

examples.md

Update Graph Store module documentation and notebooks

2025-12-06 13:31:56 +05:30

faq.md

Comprehensive documentation improvements

2025-11-29 18:24:26 +05:30

getting-started.md

fix: correct anchor links in getting-started.md

2025-12-05 18:35:20 +05:30

glossary.md

Enhance documentation visual appeal and fix build errors

2025-11-23 19:23:13 +05:30

governance.md

docs: remove email addresses and add discussion templates

2025-12-03 11:19:07 +05:30

index.md

Add PyPI release announcement to documentation

2025-11-28 12:56:46 +05:30

installation.md

fix: resolve all MkDocs strict mode link warnings

2025-12-05 18:43:31 +05:30

learning-more.md

fix: resolve remaining MkDocs build warnings

2025-12-05 18:26:25 +05:30

LIBS_README.md

Remove kg_qa module and exports; update docs and notebooks to remove KG QA references and add temporary notices; adjust README Quality Assurance examples; add roadmap entry for KG QA in Q1; refine wording per request

2025-12-06 17:34:57 +05:30

license.md

Comprehensive documentation improvements

2025-11-29 18:24:26 +05:30

modules.md

Remove kg_qa module and exports; update docs and notebooks to remove KG QA references and add temporary notices; adjust README Quality Assurance examples; add roadmap entry for KG QA in Q1; refine wording per request

2025-12-06 17:34:57 +05:30

netlify.toml

Improve MkDocs layout: maximize content width, align header, and update theme colors

2025-11-22 14:18:25 +05:30

quickstart.md

fix: resolve all MkDocs strict mode link warnings

2025-12-05 18:43:31 +05:30

use-cases.md

fix: resolve remaining MkDocs build warnings

2025-12-05 18:26:25 +05:30