Create and manage Qdrant collections for textbook RAG pipelines. Use when setting up vector databases, changing embedding models, adding payload indexes, debugging retrieval issues, or managing dev/staging/prod collections. Handles vector configuration, payload schemas, indexes, safe lifecycle operations, and validation.