Security testing focused on attacks manipulating embedding vectors in RAG systems, semantic search, and vector database-based applications. Includes robustness verification against embedding poisoning, adversarial perturbations in latent space, manipulation of similarity metrics, and evasion techniques exploiting embedding geometry to alter retrieval and ranking.