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.
- 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
- 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