feat: redesign multi-hop reasoning, add sticky layout, query logs history tracking, and hybrid fallback search

Fix: Resolve 0-entity extraction error by adding NVIDIA LLM integration and robust error handling

feat: complete frontend and backend integration and security configurations

feat: implement GraphRAG Phase 1 backend service layer and test suite

initialise the Graphrag knowledge ai