RAG for Threat Intelligence

The 'Intelligence Analyst Agent' needs to perform RAG using a vector database (e.g., Qdrant) to retrieve relevant threat intelligence, including known IOCs (Indicators of Compromise) and historical incident data related to the classified threat. Synthesize this information using OpenAI o3 to provide critical context for the 'Incident Responder'.