- Use ML-only approach for entity extraction (spaCy)
- Improve knowledge graph visualization with interactive layout
- Fix ontology export to use RDFExporter for TTL format
- Enhance visualization with better interactivity and explanations
- Fix LoadProgress attribute access in TripletStore (use loaded_triplets instead of processed_triplets)
- Fix None source handling in ContextRetriever RetrievedContext objects
- Add error handling for Blazegraph connection in notebook
- Ensure source field always has a default value in vector/memory retrieval
- Updated extract_entities_llm to use custom entity_types in prompts
- Updated extract_relations_llm to use custom relation_types in prompts
- Made entity type filtering case-insensitive and flexible
- Added verbose mode to RelationExtractor for progress tracking
- Improved error handling and progress reporting in notebook
- Made prompts more flexible to accept variations of entity/relation types
- Enhanced 18 cookbooks across 9 domains with real data sources, advanced chunking, temporal KGs, and GraphRAG
- Updated docs/cookbook.md with all 18 cookbook links and enhanced descriptions
- Updated docs/use-cases.md with corrected links and removed duplicates
- Updated README.md with comprehensive Industry Use Cases section
- Fixed all outdated notebook links and ensured consistency across all docs
- Added real data ingestion (RSS feeds, APIs, MCP servers, streams)
- Integrated advanced chunking strategies (entity-aware, relation-aware, ontology-aware, semantic_transformer, etc.)
- Added temporal knowledge graphs, GraphRAG, deduplication, conflict detection, and other Semantica modules
- Added tests/reasoning/ directory with unit and integration tests
- Fixed indentation bug in Reasoner.add_fact for dictionary-based relationships
- Fixed regex variable matching in Reasoner._match_pattern
- Fixed variable handling in SPARQLReasoner query expansion
- Cleaned up cookbook and documentation references
- Remove ConflictDetector and Deduplicator from semantica.kg module
- Update all imports to use semantica.conflicts and semantica.deduplication
- Update all notebooks to use class-based API (no convenience functions)
- Fix method signatures: pass graph parameter to methods instead of constructor
- Update calculate_centrality calls to use specific methods (calculate_degree_centrality, etc.)
- Fix detect_communities and analyze_connectivity return value handling
- Update all documentation (kg_usage.md, docs/reference/kg.md)
- Remove conflict_detector.py and deduplicator.py from kg module
- Update registry.py to remove conflict and deduplicate task types
- Add PyPI installation instructions to all 72 cookbook notebooks
- Update module lists to include all 8 ingestion modules (FileIngestor, WebIngestor, FeedIngestor, StreamIngestor, DBIngestor, RepoIngestor, EmailIngestor, MCPIngestor)
- Reorder sections: Overview before Installation in all notebooks
- Remove duplicate content from introduction notebooks
- Update docs/cookbook.md with PyPI installation section and enhanced module descriptions
- Add numbering to all notebooks for better sorting
- Introduction: 01-19
- Advanced: 01-12
- Use cases: numbered within each category
- Add Google Colab badges to all 72 notebooks
- Clean up Welcome notebook with proper code cells
- Remove unnecessary print statements and verbose content
- Number all introduction notebooks (01-19)
- Number all advanced notebooks (01-12)
- Number all use case notebooks within each category
- Clean up Welcome notebook with proper code cells
- Remove unnecessary print statements
- Improve notebook organization and sorting
KaifAhmad1