Vector Service:
- Manage document embeddings in Qdrant
- Update vectors from wiki pages
- Handle chunking and embedding generation
- Support force refresh and incremental updates
Vector Models:
- VectorSearchResult for search responses
- VectorUpdateSummary for indexing metrics
- Track chunks created/deleted
Used by ingestion_service for page embedding