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- Add typed result dataclasses: IngestResult, AddTagsResult, RemoveTagsResult, SetTagsResult, TagUsage - Add UserMetadata type alias for user_metadata parameters - Type helper functions with Session parameters - Use TypedDicts at query layer to avoid circular imports - Update manager.py and tests to use attribute access Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
Pytest Unit Tests
Install test dependencies
pip install -r tests-unit/requirements.txt
Run tests
pytest tests-unit/