Implement Qdrant Management with Forgetting Mitigation

Implement the Qdrant interaction logic within your LangGraph nodes. This includes creating and managing collections, efficient batch upsertions, and advanced retrieval strategies (e.g., hybrid search, filtering by metadata, re-ranking) that prioritize or weigh information to mitigate forgetting. Consider how to handle conflicting information gracefully.