Integrate Qdrant for Threat Intelligence

Implement a feature extraction mechanism (e.g., using an autoencoder or pre-trained CNN layers) to generate vector embeddings for detected drones. Set up a Qdrant instance (local or cloud) and populate it with a small dataset of 'known threat' drone embeddings. Integrate your system to perform real-time vector similarity searches in Qdrant for each detected drone, enriching its classification and threat assessment with intelligence from the database.