Design the LangGraph Workflow for Dynamic RAG

Design a LangGraph state machine that can handle both initial knowledge ingestion and subsequent incremental updates. Your workflow should include nodes for web scraping, chunking, embedding, Qdrant upsertion, retrieval, and LLM generation. Crucially, define how the graph will manage state to distinguish between initial setup and ongoing updates to prevent catastrophic forgetting.