A comprehensive security audit, architecture threat model, and adversarial red-teaming assessment of an LLM-powered enterprise application.
- Frameworks Used: OWASP Top 10 for LLM Applications, STRIDE Threat Modeling
- Attack Vectors Tested: Direct Prompt Injection, System Prompt Leakage, Indirect Payload Injection
- Target Architecture: RAG-enabled Customer Support Agent with Function Calling APIs
THREAT_MODEL.md: Full architectural risk mapping and mitigation matrix.RED_TEAM_RESULTS.md: Step-by-step logs of prompt injection tests and exploitation proofs.
To secure LLM pipelines against prompt injection and excessive agency, implement a Dual-LLM Guardrail Architecture:]