Implement Adversarial Attack Detection Logic

Develop the core logic for the AI security gateway. This module should intercept incoming AI inference queries, generate embeddings for them, and perform a similarity search against your Qdrant threat store. Based on the similarity score and predefined thresholds, determine if an incoming query is likely an adversarial attack. Implement basic filtering (block/allow) based on this detection.