Develop a Retrieval Orchestration Logic

This issue focuses on designing and implementing the core retrieval logic (workflow) for the chatbot, enabling it to effectively find relevant information from the indexed knowledge base. The system should leverage a combination of techniques — vector similarity search, elastic search querying, knowledge graph traversal, and a reranking component — to deliver accurate and comprehensive responses (in line with the proposed high-level design).