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## AITG-APP-08 - Testing for Embedding Manipulation
# AITG-APP-08 - Testing for Embedding Manipulation
### Summary
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### References
1. OWASP Top 10 for LLM Applications 2025 - LLM08:2025 Vector and Embedding Weaknesses - [https://genai.owasp.org/llmrisk/llm082025-vector-and-embedding-weaknesses/](https://genai.owasp.org/llmrisk/llm082025-vector-and-embedding-weaknesses/)
2. OWASP Top 10 for LLM Applications 2025 - LLM04:2025 Data and Model Poisoning - [https://genai.owasp.org/llmrisk/llm04-model-denial-of-service/](https://genai.owasp.org/llmrisk/llm04-model-denial-of-service/)
3. PoisonedRAG: Knowledge Poisoning Attacks to Retrieval-Augmented Generation - [https://arxiv.org/html/2402.07867v1](https://arxiv.org/html/2402.07867v1)
4. Advertisement Embedding Attacks (AEA) on LLMs and AI Agents - [https://arxiv.org/abs/2508.17674](https://arxiv.org/abs/2508.17674)
5. RAG Data Poisoning: Key Concepts Explained - [https://www.promptfoo.dev/blog/rag-poisoning/](https://www.promptfoo.dev/blog/rag-poisoning/)
6. Vector Database Security: 4 Critical Threats CISOs Must Address - [https://blog.purestorage.com/purely-technical/threats-every-ciso-should-know/](https://blog.purestorage.com/purely-technical/threats-every-ciso-should-know/)
7. Vector and Embedding Weaknesses in AI Systems - [https://www.mend.io/blog/vector-and-embedding-weaknesses-in-ai-systems/](https://www.mend.io/blog/vector-and-embedding-weaknesses-in-ai-systems/)
8. Adversarial Threat Vectors and Risk Mitigation for Retrieval-Augmented Generation - [https://arxiv.org/html/2506.00281v1](https://arxiv.org/html/2506.00281v1)
9. Adversarial Attacks on LLMs - Lil'Log - [https://lilianweng.github.io/posts/2023-10-25-adv-attack-llm/](https://lilianweng.github.io/posts/2023-10-25-adv-attack-llm/)
10. Efficient Adversarial Training in LLMs with Continuous Embeddings - [https://arxiv.org/abs/2405.15589](https://arxiv.org/abs/2405.15589)
- OWASP Top 10 for LLM Applications 2025 - LLM08:2025 Vector and Embedding Weaknesses - [https://genai.owasp.org/llmrisk/llm082025-vector-and-embedding-weaknesses/](https://genai.owasp.org/llmrisk/llm082025-vector-and-embedding-weaknesses/)
- OWASP Top 10 for LLM Applications 2025 - LLM04:2025 Data and Model Poisoning - [https://genai.owasp.org/llmrisk/llm04-model-denial-of-service/](https://genai.owasp.org/llmrisk/llm04-model-denial-of-service/)
- PoisonedRAG: Knowledge Poisoning Attacks to Retrieval-Augmented Generation - [https://arxiv.org/html/2402.07867v1](https://arxiv.org/html/2402.07867v1)
- Advertisement Embedding Attacks (AEA) on LLMs and AI Agents - [https://arxiv.org/abs/2508.17674](https://arxiv.org/abs/2508.17674)
- RAG Data Poisoning: Key Concepts Explained - [https://www.promptfoo.dev/blog/rag-poisoning/](https://www.promptfoo.dev/blog/rag-poisoning/)
- Vector Database Security: 4 Critical Threats CISOs Must Address - [https://blog.purestorage.com/purely-technical/threats-every-ciso-should-know/](https://blog.purestorage.com/purely-technical/threats-every-ciso-should-know/)
- Vector and Embedding Weaknesses in AI Systems - [https://www.mend.io/blog/vector-and-embedding-weaknesses-in-ai-systems/](https://www.mend.io/blog/vector-and-embedding-weaknesses-in-ai-systems/)
- Adversarial Threat Vectors and Risk Mitigation for Retrieval-Augmented Generation - [https://arxiv.org/html/2506.00281v1](https://arxiv.org/html/2506.00281v1)
- Adversarial Attacks on LLMs - Lil'Log - [https://lilianweng.github.io/posts/2023-10-25-adv-attack-llm/](https://lilianweng.github.io/posts/2023-10-25-adv-attack-llm/)
- Efficient Adversarial Training in LLMs with Continuous Embeddings - [https://arxiv.org/abs/2405.15589](https://arxiv.org/abs/2405.15589)