Add a Cite Us section to the README with BibTeX citation info, and
align it with docs/citation.md (author/organization: Semantica, 2026).
Update LICENSE and docs/project-license.md copyright holder to
Semantica, and replace the stale Hawksight-AI GitHub org slug with
semantica-agi across READMEs, plugin manifests, cookbook notebooks,
and GitHub templates.
- Fix indentation error in GraphBuilder loop
- Update EntityResolver.resolve to resolve_entities
- Update GraphValidator result access to use dataclass attributes
- Fix deduplication logic to preserve unmerged entities
- Fixed pattern-based relation extraction by using entity patterns for subjects to ensure validity.
- Improved dependency-based relation extraction to handle nested prepositional phrases and passive voice.
- Increased cooccurrence confidence threshold to meet defaults.
- Fixed AttributeError in 07_Building_Knowledge_Graphs.ipynb by replacing dict.get() with direct attribute access for Entity/Relation dataclasses.
- 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
KaifAhmad1