KaifAhmad1 d3b579208c Comprehensive documentation cleanup and improvements ...

## Documentation Changes

### 📚 Major Improvements
- **Cleaned up all documentation files** - Removed redundant content and improved clarity
- **Restructured Resources section** - Removed unnecessary files, kept only essential ones
- **Added Snowflake integration** - Complete integration guide with examples
- **Improved navigation** - Better organization and user experience

### 🗂️ File Changes
- **docs/concepts.md** - Rewritten to be clean and user-friendly
- **docs/modules.md** - Updated with current modules and removed emojis
- **docs/glossary.md** - Reorganized thematically instead of alphabetically
- **docs/getting-started.md** - Made more concise and practical
- **docs/community.md** - Clean, focused community guide
- **docs/contributing.md** - Clear contribution guidelines
- **docs/faq.md** - Comprehensive FAQ with practical answers
- **docs/license.md** - Clean license explanation
- **docs/css/custom.css** - Fixed CSS syntax and organization

### 🔧 Technical Changes
- **mkdocs.yml** - Updated navigation, removed redundant files
- **docs/integrations/snowflake.md** - New comprehensive Snowflake guide
- **docs/reference/ingest.md** - Added Snowflake references
- **Removed files**: changelog.md, release-guide.md, change_management_usage.md, community-projects.md, architecture.md, governance.md, citation.md

### 🎯 Benefits
- **Better user experience** - Clean, easy to navigate documentation
- **Reduced redundancy** - No duplicate or unnecessary content
- **Professional quality** - Enterprise-ready documentation
- **Consistent style** - Uniform formatting across all files

This commit includes all documentation improvements while maintaining the main branch's stability.

2026-02-05 17:43:16 +05:30

..

change_management.md

Comprehensive documentation cleanup and improvements

2026-02-05 17:43:16 +05:30

conflicts.md

Update documentation: reduce code examples, add cookbook links, improve structure

2025-12-31 15:19:08 +05:30

context.md

Update documentation: reduce code examples, add cookbook links, improve structure

2025-12-31 15:19:08 +05:30

core.md

Update documentation: reduce code examples, add cookbook links, improve structure

2025-12-31 15:19:08 +05:30

deduplication.md

Update documentation: reduce code examples, add cookbook links, improve structure

2025-12-31 15:19:08 +05:30

embeddings.md

Update documentation: reduce code examples, add cookbook links, improve structure

2025-12-31 15:19:08 +05:30

evals.md

docs: enhance reference documentation for all modules

2025-11-30 19:23:25 +05:30

export.md

Update documentation: reduce code examples, add cookbook links, improve structure

2025-12-31 15:19:08 +05:30

graph_store.md

Update documentation: reduce code examples, add cookbook links, improve structure

2025-12-31 15:19:08 +05:30

ingest.md

Comprehensive documentation cleanup and improvements

2026-02-05 17:43:16 +05:30

kg.md

Update documentation: reduce code examples, add cookbook links, improve structure

2025-12-31 15:19:08 +05:30

llms.md

Enhance LLM extraction methods with auto-chunking, robust parsing and improved diagnostics (#149)

2026-01-07 03:03:19 +05:30

normalize.md

Update documentation: reduce code examples, add cookbook links, improve structure

2025-12-31 15:19:08 +05:30

ontology.md

feat(ontology): Implement OntologyIngestor and update exports

2026-01-21 13:46:46 +05:30

parse.md

docs: add Docling integration guide, clear code example, and fix parser consistency issues

2026-01-08 21:27:48 +05:30

pipeline.md

Update documentation: reduce code examples, add cookbook links, improve structure

2025-12-31 15:19:08 +05:30

provenance.md

Comprehensive documentation cleanup and improvements

2026-02-05 17:43:16 +05:30

reasoning.md

docs: fix KnowledgeGraph mismatch and update tests for issue #144

2026-01-07 15:01:47 +05:30

seed.md

docs: fix KnowledgeGraph mismatch and update tests for issue #144

2026-01-07 15:01:47 +05:30

semantic_extract.md

feat: enhance semantic extraction with BYOM support, NER aggregation, RE implementation, and Triplet improvements

2026-01-24 20:53:21 +05:30

split.md

Update documentation: reduce code examples, add cookbook links, improve structure

2025-12-31 15:19:08 +05:30

triplet_store.md

Update documentation: reduce code examples, add cookbook links, improve structure

2025-12-31 15:19:08 +05:30

utils.md

Update documentation: reduce code examples, add cookbook links, improve structure

2025-12-31 15:19:08 +05:30

vector_store.md

Update documentation and changelog for Pinecone support

2026-01-26 21:44:44 +05:30

visualization.md

docs: fix KnowledgeGraph mismatch and update tests for issue #144

2026-01-07 15:01:47 +05:30